{"source":"Pearson Boosts Security and Productivity Using Amazon Elasticsearch Service","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":47,"endOffset":75}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332629","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605408","human-annotated":"yes","entities":[]}}
{"source":"Global educational media company Pearson needed a more efficient way to analyze and gain insights from its log data. With a number of teams in various locations using Elasticsearch—the popular open-source tool for search and log analytics—Pearson found that keeping track of log data and managing updates led to high operating costs. Faced with this, as well as increasingly complex security log management and analysis, the company found a solution on Amazon Web Services (AWS). Pearson quickly saw improvements by migrating from its self-managed open-source Elasticsearch architecture to Amazon Elasticsearch Service, a fully managed service that makes it easy to deploy, secure, and run Elasticsearch cost effectively at scale. Rather than spending considerable time and resources on managing the Elasticsearch clusters on its own, Pearson used the managed Amazon Elasticsearch Service as part of its initiative to modernize its products. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":33,"endOffset":40},{"label":"Company","startOffset":239,"endOffset":246},{"label":"Company","startOffset":480,"endOffset":487},{"label":"Company","startOffset":835,"endOffset":842},{"label":"AWS service","startOffset":167,"endOffset":180},{"label":"AWS service","startOffset":453,"endOffset":479},{"label":"AWS service","startOffset":590,"endOffset":610},{"label":"AWS service","startOffset":860,"endOffset":888}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:47:21.422411","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Shot of two young women using a laptop together in a college library","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":53,"endOffset":68}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.779644","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.850307","human-annotated":"yes","entities":[]}}
{"source":"As we migrate to Amazon Elasticsearch Service, we can start to focus on what’s necessary from a security perspective. We can bring in different skill sets and focus on what’s more important to the company rather than just maintaining standard hardware or infrastructure.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":17,"endOffset":45}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559063","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Muthu Meyyappan","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048123","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"VP of Security Engineering and Product Security Officer, Pearson","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":26},{"label":"Job title","startOffset":31,"endOffset":56},{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:22:09.454285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Meeting the Needs of the Modern World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489354","human-annotated":"yes","entities":[]}}
{"source":"As one of the largest and oldest educational companies in the world, Pearson operates in 70 different countries. The company provides a wide variety of educational content and assessments and other services, which are often specialized for different target audiences. As the company moved toward digitization in the cloud, it began to use AWS services. At first, Pearson used Amazon Elastic Compute Cloud (Amazon EC2)—a web service that provides secure, resizable compute capacity in the cloud—to power its self-managed open-source Elasticsearch. But the company found that a self-managed approach posed several challenges. “One of the major issues we had was with the security portion of the fine-grained access control—we weren’t able to work through that,” says Muthu Meyyappan, vice president of security engineering and product security officer for Pearson. “Another challenge was maintaining the upgrades and the usual service management below the line, which consumed the effort of a full-time engineer to maintain the platform.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":765,"endOffset":780},{"label":"Person name","startOffset":782,"endOffset":796},{"label":"Company","startOffset":854,"endOffset":861},{"label":"Company","startOffset":363,"endOffset":370},{"label":"Job title","startOffset":825,"endOffset":849},{"label":"AWS service","startOffset":376,"endOffset":417}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093195","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In order to iron out its access control to log data and reduce the amount of time spent on updates, Pearson turned to Amazon Elasticsearch Service. “When we were updating the open-source Elasticsearch, it took time to make sure we didn’t miss any data,” says Meyyappan. “We were looking to have someone else take that accountability. If there is data lost, for example, Amazon Elasticsearch Service enables us to go back 14 days and get the index back. Features like that encouraged us to migrate to the managed service.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":100,"endOffset":107},{"label":"AWS service","startOffset":118,"endOffset":147},{"label":"AWS service","startOffset":370,"endOffset":398},{"label":"Person name","startOffset":259,"endOffset":268}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.824989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"TestWe Turns to AWS to Drive Global Expansion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":6},{"label":"AWS service","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617652","human-annotated":"yes","entities":[]}}
{"source":"In 2014, colleagues Clément Régnier and Charles Zhu came across a study that indicated 95 percent of European students owned laptops. However, educational institutions continued to rely on paper-based exams. That’s when Régnier and Zhu decided to launch TestWe, a platform for administering in-class and remote computer-based assessments.  “Students were using their devices for taking notes, research, and sending emails,” says Régnier. “It only made sense for them to use their laptops to take exams as well.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":20,"endOffset":35},{"label":"Person name","startOffset":40,"endOffset":51},{"label":"Person name","startOffset":429,"endOffset":436},{"label":"Person name","startOffset":232,"endOffset":235},{"label":"Person name","startOffset":220,"endOffset":227},{"label":"Company","startOffset":254,"endOffset":260}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.852322","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The TestWe solution gives students the ability to take exams securely, in the classroom or at home. Educational institutions can administer digital exams while eliminating the possibility of students getting help from online resources or other people since the tests are taken offline and recorded by a camera. The TestWe exam process runs in the cloud and can be fully integrated into a school’s learning management system. Additionally, the tests can run directly on any type of student devices.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":10},{"label":"Company","startOffset":315,"endOffset":321}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858864","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Today, TestWe is available in seven different languages and used in countries throughout Western Europe as well as in North and South America. Every year, TestWe helps teachers create millions of test questions.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":7,"endOffset":13},{"label":"Company","startOffset":155,"endOffset":161}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713699","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Student studies outside","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207974","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822867","human-annotated":"yes","entities":[]}}
{"source":"Using AWS services enhances our credibility. Partners and customers know our tests will run reliably and scale easily.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.786257","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Clément Régnier","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.800211","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Cofounder and Chief Commercial Officer, TestWe","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":46},{"label":"Job title","startOffset":0,"endOffset":9},{"label":"Job title","startOffset":14,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.857285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Global Expansion Requires Greater Firepower in the Cloud","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822938","human-annotated":"yes","entities":[]}}
{"source":"In the early years of the company, TestWe relied on a regional cloud-platform provider to host its applications. The company then began to expand to markets throughout Western Europe and into Canada and South America. Régnier and Zhu soon realized they needed to migrate their testing applications to a provider with global capabilities—one that could deliver applications from local regional data centers.  “We wanted to ensure students, teachers, and administrators continued to experience fast performance when interacting with the tests, no matter where they are located,” says Régnier. “And with a larger customer base, we needed to make sure our cloud infrastructure could handle spikes in activity.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":35,"endOffset":41},{"label":"Person name","startOffset":218,"endOffset":225},{"label":"Person name","startOffset":230,"endOffset":233}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721947","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"University of Oxford Introduces a Sector-Leading Image Recognition ML Prototype to Augment Digitization in Numismatics","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":0,"endOffset":20}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130779","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331976","human-annotated":"yes","entities":[]}}
{"source":"The University of Oxford houses 21 million objects in the collections of its Gardens, Libraries \u0026 Museums (GLAM)—artifacts and specimens that are among the world’s most significant. One aspect of GLAM’s mission is to preserve these assets and make them accessible to the world for education and research. However, the organization has only enough space to display about 10 percent of its holdings at a time, and there’s an enormous backlog of artifacts still waiting to be cataloged. To tackle that obstacle, GLAM used Amazon Web Services (AWS) to build an enhanced image recognition system that would help accelerate the process of cataloging artifacts.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":4,"endOffset":24},{"label":"AWS service","startOffset":519,"endOffset":544}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896027","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"The Gardens and Museums IT team used Amazon SageMaker, a fully managed service that provides developers and data scientists with the ability to build, train, and deploy machine learning (ML) models quickly. Powered by Amazon Elastic Compute Cloud (Amazon EC2) instances, the models were trained and deployed at low cost to automatically catalog the extensive coin collection of the Ashmolean Museum—which is the United Kingdom’s first public museum and the world’s first university museum. On AWS, the image recognition system identifies and catalogs coins in a fraction of the time it would take human volunteers to complete the same task.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":53},{"label":"AWS service","startOffset":218,"endOffset":259},{"label":"Education","startOffset":382,"endOffset":398}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858189","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Exterior of the Ashmolean Museum.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489296","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.354552","human-annotated":"yes","entities":[]}}
{"source":"I thought this project would be complex and time consuming, but using AWS made it easy.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048510","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Anjanesh Babu","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417494","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Systems Architect and Network Manager, Gardens and Museums IT, University of Oxford\u0027s Gardens, Libraries \u0026 Museums","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332032","human-annotated":"yes","entities":[]}}
{"source":"Updating Infrastructure and Creating an ML-Based Cataloging System on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780039","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"GLAM comprises four museums—the Ashmolean Museum of Art and Archaeology, the Oxford University Museum of Natural History, the Pitt Rivers Museum, and the History of Science Museum—as well as the Bodleian Libraries and the Oxford Botanic Garden \u0026 Harcourt Arboretum. In 2019, GLAM saw 900,000 visitors to its digital collections. Its 21 million objects include live specimens and plants, historical artifacts, and even images of objects that were damaged, lost, or returned to collectors. “For many years, the museums were not overly active at investing in and managing the information technology infrastructure that underpins all our digital services,” says Anjanesh Babu, systems architect and network manager at Gardens and Museums IT. “After years of underinvestment in outdated infrastructure, the University of Oxford brought together a strategic focus on digital transformation through the GLAM Digital program.” As part of this program, the Digital Estate Improvement project was the foundational part to deliver root and branch improvements to the infrastructure to make it fit to meet the digital aspirations laid out in the objectives. In 2017, the project uploaded 60 TB of digital records to Amazon Simple Storage Service (Amazon S3), an object storage service that offers industry-leading scalability, data availability, security, and performance.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":32,"endOffset":48},{"label":"Education","startOffset":95,"endOffset":120},{"label":"Education","startOffset":126,"endOffset":144},{"label":"Education","startOffset":150,"endOffset":179},{"label":"Education","startOffset":195,"endOffset":213},{"label":"School","startOffset":77,"endOffset":94},{"label":"School","startOffset":802,"endOffset":822},{"label":"Person name","startOffset":658,"endOffset":671},{"label":"AWS service","startOffset":1204,"endOffset":1246}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.357366","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"UFE Mongolia Goes Online in 10 Days with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.720377","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560614","human-annotated":"yes","entities":[]}}
{"source":"UFE-Mongolia_Customer-Reference_Image","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489217","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.208028","human-annotated":"yes","entities":[]}}
{"source":"The University had years and years of content. The challenge was how to move it to the new system. Using AWS, it took us only three days.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560200","human-annotated":"yes","entities":[]}}
{"source":"Ankhtuya Dorisuren","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417859","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Vice President, UFE","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":15},{"label":"Company","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251703","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Founded in 1924, the University of Finance and Economics (UFE) is one of the oldest educational institutions in Mongolia.It has over 6,000 students and more than 300 employees and has successfully been running some online courses using on-premises technology since 2015. However, when the COVID-19 pandemic struck, UFE used Amazon Web Services (AWS) to move all teaching online in less than two weeks, enabling students to continue their studies remotely.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":21,"endOffset":62},{"label":"School","startOffset":315,"endOffset":318},{"label":"Education","startOffset":139,"endOffset":147},{"label":"AWS service","startOffset":324,"endOffset":349}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306448","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"On-Premises Infrastructure Not Up to the Job","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130904","human-annotated":"yes","entities":[]}}
{"source":"At the beginning of 2020, UFE was using a local data center with two local servers. But when more than 400 students tried to access it at once, the system was overloaded, resulting in the entire learning management system going offline. The local power supply was unreliable and the server would need to be restarted manually after every power outage. Ankhtuya Dorisuren, UFE vice president, explains: “This made it really difficult for students taking courses who lived in the countryside and needed to access resources and teaching remotely.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":352,"endOffset":371},{"label":"Company","startOffset":372,"endOffset":375},{"label":"Company","startOffset":26,"endOffset":29},{"label":"Job title","startOffset":376,"endOffset":390}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:50:53.756875","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In late January, the government of Mongolia announced a nationwide lockdown with strict quarantine measures. All educational institutions closed within the space of a week and overseas students were recalled home. This presented UFE with a problem: how to continue providing all students with top-quality teaching while complying with the lockdown restrictions. The speed of implementation was critical, as was the need for an accessible and reliable system. UFE decided to transfer its entire online learning management system to AWS cloud-based infrastructure—and did so within just 10-days.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":229,"endOffset":232},{"label":"Company","startOffset":459,"endOffset":462}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.323417","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi.ru Takes Lockdown Schoolchildren Online with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":50,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049145","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896150","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru became a first responder for education, keeping students learning, when COVID-19 hit. The company provides school-age learning services around the world, including Asia, Canada, Latin America, Russia, South Africa, and the USA. Originally designed for use in the classroom and for extracurricular self-education, its services employ an engaging, gamified approach to enhance education.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604716","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"When the pandemic took hold, schools were shut down and the company found itself having to provide remote learning for a much larger student audience. It rapidly introduced new free services for schools, children, and teachers, providing large-scale informational, methodological support for its school communities.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049220","human-annotated":"yes","entities":[]}}
{"source":"The company soon found that its co-located servers were unable to cope with a massive increase in usage, with more than 240,000 users now on the site at once, compared to around 60,000 previously.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799616","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru turned to Amazon Web Services (AWS) for the urgent migration needed to scale and meet the demand—a migration that was achieved successfully and quickly.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":18,"endOffset":43}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.511131","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi-customer-references","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":4}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249551","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091359","human-annotated":"yes","entities":[]}}
{"source":"The migration took three days. It wasn’t business as usual and we were outside our comfort zone, but it turned out to be fast, smooth, and practically flawless in execution.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306633","human-annotated":"yes","entities":[]}}
{"source":"Alexey Vakhov","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.321907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technical Officer, Uchi.ru","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":25,"endOffset":32}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207249","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Turning to the Cloud to Cope with Overnight Demand","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799545","human-annotated":"yes","entities":[]}}
{"source":"As the sector’s largest educational technology provider, Uchi.ru had some 350,000 Russian speakers access its classroom services at least once a day at the beginning of 2020. When the pandemic hit in March 2020, all schools closed with little notice.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130398","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"The Uchi.ru team responded rapidly, introducing new distance-learning tools and services to support students and teachers. They found extremely high demand for distance learning and as a result, Uchi.ru was on the front line of education provision, no longer an adjunct but of primary importance to the whole school-age education system.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":11},{"label":"Company","startOffset":195,"endOffset":202}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780820","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Pomelo Fashion Enhances Shoppers’ Experience, Increases Revenue Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14},{"label":"AWS service","startOffset":70,"endOffset":88}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721020","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416450","human-annotated":"yes","entities":[]}}
{"source":"Pomelo Fashion, a global fashion e-commerce service based in Southeast Asia, had been displaying items on its website in much the same way since it was founded in 2013. The setup had grown stale, not to mention that the algorithm for displaying the items relied on old data streams with limited inputs and spotty accuracy. So as a fast-growing, innovative startup, Pomelo Fashion set out to create personalized customer experiences that would improve the discoverability of new items and increase revenue—and it needed a solution that would do so at scale. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617575","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion turned to Amazon Web Services (AWS) and used Amazon Personalize, which enables developers to build applications with the same machine learning (ML) technology used by Amazon.com for real-time personalized recommendations. By using Amazon Personalize—and the services of AWS Advanced Technology Partners Segment and Braze—to build fresh sorting and categorizing features, Pomelo Fashion created a unique, personalized shopping experience that boosts customer engagement and more efficiently converts it into sales.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14},{"label":"Company","startOffset":386,"endOffset":400},{"label":"AWS service","startOffset":25,"endOffset":50},{"label":"AWS service","startOffset":60,"endOffset":78},{"label":"AWS service","startOffset":246,"endOffset":264}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.712818","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Smiling attractive young african woman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.248325","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604384","human-annotated":"yes","entities":[]}}
{"source":"When you think of e-commerce, you think of AWS. New services are always coming out on AWS, and support is very good.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.722017","human-annotated":"yes","entities":[]}}
{"source":"Shane Leese","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":11}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Business Intelligence Director, Pomelo Fashion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":30},{"label":"Company","startOffset":32,"endOffset":46}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331901","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Updating a Years-Old Algorithm Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560548","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion sells apparel online and in 18 retail locations throughout Southeast Asia. Shipping to nearly two million customers in more than 50 countries, the company currently employs 500 staff members across its corporate offices, retail stores, and warehouses. Its gross revenue tripled from 2017 to 2018, doubled from 2018 to 2019, and is on track to double in 2020 despite the overall global economy being down—in July 2020 alone, the company reported $7.5 million in revenue. For years, Pomelo Fashion relied on an algorithm that ranked products on category pages—such as “Dresses,” “Blouses,” and “Pants \u0026 Bottoms”—based on page views and sales, blending the trends of the past 30 days with lifetime behaviors, product price, and newest releases. The rank was calculated daily and stored in a database, providing an identical experience for every user by country. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.252030","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Neiman Marcus Increases New Application Speed to Market by 50% on AWS, Improves Digital Selling for Associates","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322695","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130849","human-annotated":"yes","entities":[]}}
{"source":"A luxury household name, Neiman Marcus has a reputation for delivering a first-class, personalized customer service experience. To modernize and enhance that experience, the company wanted to develop Connect, an omnichannel digital selling application that would empower associates to view rich, personalized customer information with the goal of making each customer interaction unforgettable. When the COVID-19 pandemic forced many retail stores to close, the company’s sales moved exclusively online. To continue providing the hallmark experience that had always attracted customers, Neiman Marcus needed to launch Connect quickly to enable associates to perform digital selling. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":25,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322310","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Choosing a serverless architecture with mobile development solutions on Amazon Web Services (AWS) enabled the development team to launch the app much faster than in the 4 months it had originally planned. “Using AWS cloud-native and serverless technologies, we increased our speed to market by at least 50 percent and were able to accelerate the launch of Connect,” says Sriram Vaidyanathan, senior director of omni engineering at Neiman Marcus. This approach also greatly reduced app-building costs and provided developers with more agility for the development and rapid deployment of updates. The app elastically scales to support traffic at any volume for greater cost efficiency, and it has increased","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":72,"endOffset":97},{"label":"Person name","startOffset":371,"endOffset":390},{"label":"Job title","startOffset":392,"endOffset":407},{"label":"Company","startOffset":431,"endOffset":444}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.206638","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785924","human-annotated":"yes","entities":[]}}
{"source":"Female sales associate peruses clothing rack. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.490058","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.719819","human-annotated":"yes","entities":[]}}
{"source":"Using AWS Amplify on a serverless architecture cost us 90 percent less than if we had built the app using a more traditional method. This is a huge win for us.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249887","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Hemanth Jayaraman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207582","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Senior Director of Cloud Engineering, Neiman Marcus","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":36},{"label":"Company","startOffset":38,"endOffset":51}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604308","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Empowering Associates to Elevate the Customer Experience","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416511","human-annotated":"yes","entities":[]}}
{"source":"Neiman Marcus is the flagship brand of the Neiman Marcus Group, a luxury retail organization founded in 1907 and generating $2.6 billion in annual revenue from its subsidiaries. Before Neiman Marcus developed Connect, associates were using an assortment of tools and technologies to provide customer service. Each solution provided a","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768784","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"different piece of information an associate needed to generate a sale. Some of these solutions were outdated, and all of them were creating friction. As a result, they were increasing sell times and decreasing associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.277342","human-annotated":"yes","entities":[]}}
{"source":"AWS for Industries","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280074","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"AWS is How: HelloFresh Delivers a Personalized Experience to Millions of Customers Around the World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559447","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"by Ed Jimenez | on 21 MAY 2021 | in Amazon EMR, Amazon Simple Storage Services (S3), Industries, Retail | Permalink |  Comments |  Share","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":3,"endOffset":13},{"label":"AWS service","startOffset":36,"endOffset":47},{"label":"AWS service","startOffset":48,"endOffset":84}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251089","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Mealtimes are important sources of connection, comfort, and self-care. And though we all have different lifestyles and preferences, we tend to crave similar qualities when it comes to food: variety, novelty, nutrition, convenience, and great taste. In essence, great food experiences are personal experiences that offer plenty of choice and flexibility.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604781","human-annotated":"yes","entities":[]}}
{"source":"HelloFreshEnter HelloFresh, the most popular meal kit in the world. HelloFresh provides fresh, healthy, affordable ingredients and easy-to-follow recipes that are delivered straight to your door. The company also operates a lean and innovative supply chain designed to eliminate food waste, reduce carbon emissions, optimize packaging, and favor local ingredient sourcing. With operations in 14 countries, HelloFresh delivered more than 600 million meals to 5.3 million active customers last year, providing organized, preportioned meal kits tailored to serve different household sizes, schedules, and tastes. The HelloFresh approach to meeting diverse needs, creating new menu options, and providing convenient delivery to each home it serves depends on two crucial ingredients: maintaining a deep understanding of its customers and staying agile across every aspect of its business, including product development, production, and distribution.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":11},{"label":"Company","startOffset":16,"endOffset":26},{"label":"Company","startOffset":68,"endOffset":78}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.250807","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"This is why HelloFresh uses Amazon Web Services (AWS). With AWS, HelloFresh gets a reliable, global cloud infrastructure that easily scales to support the company’s growth around the world. With the help of AWS consultation and expertise, HelloFresh has modernized its data capabilities, moving from its legacy database to a data lake where it can centralize storage of both structured and unstructured data. This makes it easier for HelloFresh to bring together information from multiple data sources and use analytics tools to gather insights that it can use to improve its services and create new offerings for customers. Using AWS, HelloFresh maintains a closer connection to changing customer preferences and the flexibility to quickly adapt its meal offerings and delivery services.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22},{"label":"Company","startOffset":65,"endOffset":75},{"label":"Company","startOffset":239,"endOffset":249},{"label":"Company","startOffset":434,"endOffset":444},{"label":"Company","startOffset":636,"endOffset":646},{"label":"AWS service","startOffset":28,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237045","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"HelloFresh runs much of its data management on Amazon Simple Storage Service (Amazon S3), a service that offers industry-leading scalability, data availability, security, and performance. It also uses Amazon Relational Database Service (Amazon RDS) for automating time-consuming administration tasks related to database management, such as hardware provisioning, database setup, patching, and backups. Also important to HelloFresh data management is Amazon EMR, a big data platform that makes it easier to process vast amounts of data using open source tools.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10},{"label":"Company","startOffset":420,"endOffset":430},{"label":"AWS service","startOffset":47,"endOffset":88},{"label":"AWS service","startOffset":201,"endOffset":248},{"label":"AWS service","startOffset":450,"endOffset":460}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.238855","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"See how HelloFresh is using AWS to deliver personalized customer experiences in the new “AWS Is How” campaign. Learn how retail companies can use AWS to build solutions that enhance customer experiences and deliver insights that improve operations.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":8,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237409","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"BigBasket Grows Bigger with 400,000 Daily Orders on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"AWS service","startOffset":52,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249202","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.305036","human-annotated":"yes","entities":[]}}
{"source":"Traffic Spikes Sixfold during Lockdown","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799664","human-annotated":"yes","entities":[]}}
{"source":"The online grocery market in India is competitive and value-driven, with some 20 companies vying for shoppers in a market that’s expected to hit $10.5 billion by 2023. The central government’s development of smart cities includes infrastructure to support the growth of ecommerce, and many large companies are making plays to get in on the action.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:50:20.090363","human-annotated":"yes","entities":[]}}
{"source":"BigBasket, India’s largest online grocery, has been in business since 2011. Customer retention is at the heart of its strategy, as well as a hyper-local approach to inventory. BigBasket is available in 21 cities and runs its infrastructure on the Amazon Web Services (AWS) Cloud. The business had been growing 20–30 percent each year, but when COVID-19 struck and India went into lockdown, BigBasket faced unprecedented demand. Daily traffic was suddenly six times higher than pre–COVID-19 peaks.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":176,"endOffset":185},{"label":"AWS service","startOffset":247,"endOffset":278}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785848","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Big Basket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417064","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332699","human-annotated":"yes","entities":[]}}
{"source":"With AWS, we have all the pieces of the puzzle to smoothly run a large ecommerce architecture.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713782","human-annotated":"yes","entities":[]}}
{"source":"Rakshit Daga","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":12}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559800","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technology Officer, BigBasket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":26,"endOffset":35}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.823761","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":" ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306580","human-annotated":"yes","entities":[]}}
{"source":"Microservices and Containers Boost Efficiency","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780106","human-annotated":"yes","entities":[]}}
{"source":"BigBasket subscribes to AWS Enterprise Support and immediately consulted with the AWS team for advice on scaling its architecture efficiently. “AWS Enterprise Support has been our go-to destination for all queries when we’re building something new or maintaining and enhancing existing functions,” says Rakshit Daga, chief technology officer at BigBasket. “Given the breadth of AWS solutions we use, we have questions on all kinds of topics, and Enterprise Support connects us to the right person quickly.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":345,"endOffset":354},{"label":"AWS service","startOffset":24,"endOffset":46},{"label":"Person name","startOffset":303,"endOffset":315},{"label":"Job title","startOffset":317,"endOffset":341}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768432","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The company had already begun shifting to asynchronous work queues in 2018, isolating workloads into containers and breaking up its monolithic architecture. However, the onset of the 2020 lockdown shifted this process into high gear. By mid-2020, the company was fully containerized with 60 microservices running on Kubernetes.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896096","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat Boosts Efficiency and Productivity by 40% on Amazon Lightsail","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":54,"endOffset":70},{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280786","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093274","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat, a meat boutique founded in Uruguay and with US operations in Miami, Florida, was using Microsoft Excel spreadsheets to manage isolated inventories manually, but this time-consuming process was hampering its growth. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560132","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Looking to modernize its data solution, Gourmeat turned to Amazon Web Services (AWS) and AWS Select Consulting Partner Nub8. Within weeks, the company had a new inventory management system hosted on Amazon Lightsail, a simple-to-use virtual private server that offers everything needed to build a web application. Gourmeat’s integrated cloud-based inventory application reduces time spent on inventory management, maintains reliable and secure data, and enables key decision makers in the company to have simultaneous data access.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":48},{"label":"Company","startOffset":119,"endOffset":124},{"label":"Company","startOffset":314,"endOffset":323},{"label":"AWS service","startOffset":59,"endOffset":84},{"label":"AWS service","startOffset":199,"endOffset":216}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.512598","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Gourmeat storefront","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.895399","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416358","human-annotated":"yes","entities":[]}}
{"source":"Once we started using the solution built on Amazon Lightsail, inventory management and report creation went from approximately 4 hours a week to less than 20 minutes.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":44,"endOffset":61}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605738","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Lucia Albanell","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.784897","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"CEO and cofounder, Gourmeat","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":18},{"label":"Company","startOffset":19,"endOffset":27}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605341","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Moving to Integrated Inventory Management","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306526","human-annotated":"yes","entities":[]}}
{"source":"Founded in 2013, Gourmeat sells hormone- and antibiotic-free meat online and in stores in Uruguay and Miami. Before turning to AWS and Nub8, Gourmeat managed inventory through manual reports from its vendors. “The old system used isolated applications, and it didn’t enable simultaneous access for decision makers across the company,” says Lucia Albanell, CEO and cofounder of Gourmeat. “This resulted in inefficiencies and low confidence in data quality.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":135,"endOffset":139},{"label":"Company","startOffset":141,"endOffset":149},{"label":"Company","startOffset":377,"endOffset":385},{"label":"Person name","startOffset":340,"endOffset":354},{"label":"Job title","startOffset":356,"endOffset":359},{"label":"Job title","startOffset":364,"endOffset":373}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091265","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Pearson Boosts Security and Productivity Using Amazon Elasticsearch Service","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":47,"endOffset":75}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332629","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605408","human-annotated":"yes","entities":[]}}
{"source":"Global educational media company Pearson needed a more efficient way to analyze and gain insights from its log data. With a number of teams in various locations using Elasticsearch—the popular open-source tool for search and log analytics—Pearson found that keeping track of log data and managing updates led to high operating costs. Faced with this, as well as increasingly complex security log management and analysis, the company found a solution on Amazon Web Services (AWS). Pearson quickly saw improvements by migrating from its self-managed open-source Elasticsearch architecture to Amazon Elasticsearch Service, a fully managed service that makes it easy to deploy, secure, and run Elasticsearch cost effectively at scale. Rather than spending considerable time and resources on managing the Elasticsearch clusters on its own, Pearson used the managed Amazon Elasticsearch Service as part of its initiative to modernize its products. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":33,"endOffset":40},{"label":"Company","startOffset":239,"endOffset":246},{"label":"Company","startOffset":480,"endOffset":487},{"label":"Company","startOffset":835,"endOffset":842},{"label":"AWS service","startOffset":167,"endOffset":180},{"label":"AWS service","startOffset":453,"endOffset":479},{"label":"AWS service","startOffset":590,"endOffset":610},{"label":"AWS service","startOffset":860,"endOffset":888}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:47:21.422411","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Shot of two young women using a laptop together in a college library","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":53,"endOffset":68}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.779644","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.850307","human-annotated":"yes","entities":[]}}
{"source":"As we migrate to Amazon Elasticsearch Service, we can start to focus on what’s necessary from a security perspective. We can bring in different skill sets and focus on what’s more important to the company rather than just maintaining standard hardware or infrastructure.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":17,"endOffset":45}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559063","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Muthu Meyyappan","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048123","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"VP of Security Engineering and Product Security Officer, Pearson","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":26},{"label":"Job title","startOffset":31,"endOffset":56},{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:22:09.454285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Meeting the Needs of the Modern World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489354","human-annotated":"yes","entities":[]}}
{"source":"As one of the largest and oldest educational companies in the world, Pearson operates in 70 different countries. The company provides a wide variety of educational content and assessments and other services, which are often specialized for different target audiences. As the company moved toward digitization in the cloud, it began to use AWS services. At first, Pearson used Amazon Elastic Compute Cloud (Amazon EC2)—a web service that provides secure, resizable compute capacity in the cloud—to power its self-managed open-source Elasticsearch. But the company found that a self-managed approach posed several challenges. “One of the major issues we had was with the security portion of the fine-grained access control—we weren’t able to work through that,” says Muthu Meyyappan, vice president of security engineering and product security officer for Pearson. “Another challenge was maintaining the upgrades and the usual service management below the line, which consumed the effort of a full-time engineer to maintain the platform.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":765,"endOffset":780},{"label":"Person name","startOffset":782,"endOffset":796},{"label":"Company","startOffset":854,"endOffset":861},{"label":"Company","startOffset":363,"endOffset":370},{"label":"Job title","startOffset":825,"endOffset":849},{"label":"AWS service","startOffset":376,"endOffset":417}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093195","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In order to iron out its access control to log data and reduce the amount of time spent on updates, Pearson turned to Amazon Elasticsearch Service. “When we were updating the open-source Elasticsearch, it took time to make sure we didn’t miss any data,” says Meyyappan. “We were looking to have someone else take that accountability. If there is data lost, for example, Amazon Elasticsearch Service enables us to go back 14 days and get the index back. Features like that encouraged us to migrate to the managed service.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":100,"endOffset":107},{"label":"AWS service","startOffset":118,"endOffset":147},{"label":"AWS service","startOffset":370,"endOffset":398},{"label":"Person name","startOffset":259,"endOffset":268}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.824989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"TestWe Turns to AWS to Drive Global Expansion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":6},{"label":"AWS service","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617652","human-annotated":"yes","entities":[]}}
{"source":"In 2014, colleagues Clément Régnier and Charles Zhu came across a study that indicated 95 percent of European students owned laptops. However, educational institutions continued to rely on paper-based exams. That’s when Régnier and Zhu decided to launch TestWe, a platform for administering in-class and remote computer-based assessments.  “Students were using their devices for taking notes, research, and sending emails,” says Régnier. “It only made sense for them to use their laptops to take exams as well.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":20,"endOffset":35},{"label":"Person name","startOffset":40,"endOffset":51},{"label":"Person name","startOffset":429,"endOffset":436},{"label":"Person name","startOffset":232,"endOffset":235},{"label":"Person name","startOffset":220,"endOffset":227},{"label":"Company","startOffset":254,"endOffset":260}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.852322","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The TestWe solution gives students the ability to take exams securely, in the classroom or at home. Educational institutions can administer digital exams while eliminating the possibility of students getting help from online resources or other people since the tests are taken offline and recorded by a camera. The TestWe exam process runs in the cloud and can be fully integrated into a school’s learning management system. Additionally, the tests can run directly on any type of student devices.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":10},{"label":"Company","startOffset":315,"endOffset":321}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858864","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Today, TestWe is available in seven different languages and used in countries throughout Western Europe as well as in North and South America. Every year, TestWe helps teachers create millions of test questions.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":7,"endOffset":13},{"label":"Company","startOffset":155,"endOffset":161}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713699","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Student studies outside","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207974","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822867","human-annotated":"yes","entities":[]}}
{"source":"Using AWS services enhances our credibility. Partners and customers know our tests will run reliably and scale easily.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.786257","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Clément Régnier","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.800211","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Cofounder and Chief Commercial Officer, TestWe","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":46},{"label":"Job title","startOffset":0,"endOffset":9},{"label":"Job title","startOffset":14,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.857285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Global Expansion Requires Greater Firepower in the Cloud","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822938","human-annotated":"yes","entities":[]}}
{"source":"In the early years of the company, TestWe relied on a regional cloud-platform provider to host its applications. The company then began to expand to markets throughout Western Europe and into Canada and South America. Régnier and Zhu soon realized they needed to migrate their testing applications to a provider with global capabilities—one that could deliver applications from local regional data centers.  “We wanted to ensure students, teachers, and administrators continued to experience fast performance when interacting with the tests, no matter where they are located,” says Régnier. “And with a larger customer base, we needed to make sure our cloud infrastructure could handle spikes in activity.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":35,"endOffset":41},{"label":"Person name","startOffset":218,"endOffset":225},{"label":"Person name","startOffset":230,"endOffset":233}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721947","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"University of Oxford Introduces a Sector-Leading Image Recognition ML Prototype to Augment Digitization in Numismatics","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":0,"endOffset":20}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130779","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331976","human-annotated":"yes","entities":[]}}
{"source":"The University of Oxford houses 21 million objects in the collections of its Gardens, Libraries \u0026 Museums (GLAM)—artifacts and specimens that are among the world’s most significant. One aspect of GLAM’s mission is to preserve these assets and make them accessible to the world for education and research. However, the organization has only enough space to display about 10 percent of its holdings at a time, and there’s an enormous backlog of artifacts still waiting to be cataloged. To tackle that obstacle, GLAM used Amazon Web Services (AWS) to build an enhanced image recognition system that would help accelerate the process of cataloging artifacts.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":4,"endOffset":24},{"label":"AWS service","startOffset":519,"endOffset":544}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896027","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"The Gardens and Museums IT team used Amazon SageMaker, a fully managed service that provides developers and data scientists with the ability to build, train, and deploy machine learning (ML) models quickly. Powered by Amazon Elastic Compute Cloud (Amazon EC2) instances, the models were trained and deployed at low cost to automatically catalog the extensive coin collection of the Ashmolean Museum—which is the United Kingdom’s first public museum and the world’s first university museum. On AWS, the image recognition system identifies and catalogs coins in a fraction of the time it would take human volunteers to complete the same task.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":53},{"label":"AWS service","startOffset":218,"endOffset":259},{"label":"Education","startOffset":382,"endOffset":398}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858189","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Exterior of the Ashmolean Museum.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489296","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.354552","human-annotated":"yes","entities":[]}}
{"source":"I thought this project would be complex and time consuming, but using AWS made it easy.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048510","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Anjanesh Babu","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417494","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Systems Architect and Network Manager, Gardens and Museums IT, University of Oxford\u0027s Gardens, Libraries \u0026 Museums","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332032","human-annotated":"yes","entities":[]}}
{"source":"Updating Infrastructure and Creating an ML-Based Cataloging System on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780039","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"GLAM comprises four museums—the Ashmolean Museum of Art and Archaeology, the Oxford University Museum of Natural History, the Pitt Rivers Museum, and the History of Science Museum—as well as the Bodleian Libraries and the Oxford Botanic Garden \u0026 Harcourt Arboretum. In 2019, GLAM saw 900,000 visitors to its digital collections. Its 21 million objects include live specimens and plants, historical artifacts, and even images of objects that were damaged, lost, or returned to collectors. “For many years, the museums were not overly active at investing in and managing the information technology infrastructure that underpins all our digital services,” says Anjanesh Babu, systems architect and network manager at Gardens and Museums IT. “After years of underinvestment in outdated infrastructure, the University of Oxford brought together a strategic focus on digital transformation through the GLAM Digital program.” As part of this program, the Digital Estate Improvement project was the foundational part to deliver root and branch improvements to the infrastructure to make it fit to meet the digital aspirations laid out in the objectives. In 2017, the project uploaded 60 TB of digital records to Amazon Simple Storage Service (Amazon S3), an object storage service that offers industry-leading scalability, data availability, security, and performance.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":32,"endOffset":48},{"label":"Education","startOffset":95,"endOffset":120},{"label":"Education","startOffset":126,"endOffset":144},{"label":"Education","startOffset":150,"endOffset":179},{"label":"Education","startOffset":195,"endOffset":213},{"label":"School","startOffset":77,"endOffset":94},{"label":"School","startOffset":802,"endOffset":822},{"label":"Person name","startOffset":658,"endOffset":671},{"label":"AWS service","startOffset":1204,"endOffset":1246}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.357366","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"UFE Mongolia Goes Online in 10 Days with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.720377","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560614","human-annotated":"yes","entities":[]}}
{"source":"UFE-Mongolia_Customer-Reference_Image","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489217","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.208028","human-annotated":"yes","entities":[]}}
{"source":"The University had years and years of content. The challenge was how to move it to the new system. Using AWS, it took us only three days.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560200","human-annotated":"yes","entities":[]}}
{"source":"Ankhtuya Dorisuren","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417859","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Vice President, UFE","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":15},{"label":"Company","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251703","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Founded in 1924, the University of Finance and Economics (UFE) is one of the oldest educational institutions in Mongolia.It has over 6,000 students and more than 300 employees and has successfully been running some online courses using on-premises technology since 2015. However, when the COVID-19 pandemic struck, UFE used Amazon Web Services (AWS) to move all teaching online in less than two weeks, enabling students to continue their studies remotely.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":21,"endOffset":62},{"label":"School","startOffset":315,"endOffset":318},{"label":"Education","startOffset":139,"endOffset":147},{"label":"AWS service","startOffset":324,"endOffset":349}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306448","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"On-Premises Infrastructure Not Up to the Job","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130904","human-annotated":"yes","entities":[]}}
{"source":"At the beginning of 2020, UFE was using a local data center with two local servers. But when more than 400 students tried to access it at once, the system was overloaded, resulting in the entire learning management system going offline. The local power supply was unreliable and the server would need to be restarted manually after every power outage. Ankhtuya Dorisuren, UFE vice president, explains: “This made it really difficult for students taking courses who lived in the countryside and needed to access resources and teaching remotely.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":352,"endOffset":371},{"label":"Company","startOffset":372,"endOffset":375},{"label":"Company","startOffset":26,"endOffset":29},{"label":"Job title","startOffset":376,"endOffset":390}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:50:53.756875","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In late January, the government of Mongolia announced a nationwide lockdown with strict quarantine measures. All educational institutions closed within the space of a week and overseas students were recalled home. This presented UFE with a problem: how to continue providing all students with top-quality teaching while complying with the lockdown restrictions. The speed of implementation was critical, as was the need for an accessible and reliable system. UFE decided to transfer its entire online learning management system to AWS cloud-based infrastructure—and did so within just 10-days.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":229,"endOffset":232},{"label":"Company","startOffset":459,"endOffset":462}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.323417","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi.ru Takes Lockdown Schoolchildren Online with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":50,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049145","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896150","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru became a first responder for education, keeping students learning, when COVID-19 hit. The company provides school-age learning services around the world, including Asia, Canada, Latin America, Russia, South Africa, and the USA. Originally designed for use in the classroom and for extracurricular self-education, its services employ an engaging, gamified approach to enhance education.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604716","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"When the pandemic took hold, schools were shut down and the company found itself having to provide remote learning for a much larger student audience. It rapidly introduced new free services for schools, children, and teachers, providing large-scale informational, methodological support for its school communities.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049220","human-annotated":"yes","entities":[]}}
{"source":"The company soon found that its co-located servers were unable to cope with a massive increase in usage, with more than 240,000 users now on the site at once, compared to around 60,000 previously.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799616","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru turned to Amazon Web Services (AWS) for the urgent migration needed to scale and meet the demand—a migration that was achieved successfully and quickly.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":18,"endOffset":43}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.511131","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi-customer-references","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":4}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249551","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091359","human-annotated":"yes","entities":[]}}
{"source":"The migration took three days. It wasn’t business as usual and we were outside our comfort zone, but it turned out to be fast, smooth, and practically flawless in execution.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306633","human-annotated":"yes","entities":[]}}
{"source":"Alexey Vakhov","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.321907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technical Officer, Uchi.ru","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":25,"endOffset":32}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207249","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Turning to the Cloud to Cope with Overnight Demand","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799545","human-annotated":"yes","entities":[]}}
{"source":"As the sector’s largest educational technology provider, Uchi.ru had some 350,000 Russian speakers access its classroom services at least once a day at the beginning of 2020. When the pandemic hit in March 2020, all schools closed with little notice.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130398","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"The Uchi.ru team responded rapidly, introducing new distance-learning tools and services to support students and teachers. They found extremely high demand for distance learning and as a result, Uchi.ru was on the front line of education provision, no longer an adjunct but of primary importance to the whole school-age education system.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":11},{"label":"Company","startOffset":195,"endOffset":202}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780820","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Pomelo Fashion Enhances Shoppers’ Experience, Increases Revenue Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14},{"label":"AWS service","startOffset":70,"endOffset":88}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721020","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416450","human-annotated":"yes","entities":[]}}
{"source":"Pomelo Fashion, a global fashion e-commerce service based in Southeast Asia, had been displaying items on its website in much the same way since it was founded in 2013. The setup had grown stale, not to mention that the algorithm for displaying the items relied on old data streams with limited inputs and spotty accuracy. So as a fast-growing, innovative startup, Pomelo Fashion set out to create personalized customer experiences that would improve the discoverability of new items and increase revenue—and it needed a solution that would do so at scale. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617575","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion turned to Amazon Web Services (AWS) and used Amazon Personalize, which enables developers to build applications with the same machine learning (ML) technology used by Amazon.com for real-time personalized recommendations. By using Amazon Personalize—and the services of AWS Advanced Technology Partners Segment and Braze—to build fresh sorting and categorizing features, Pomelo Fashion created a unique, personalized shopping experience that boosts customer engagement and more efficiently converts it into sales.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14},{"label":"Company","startOffset":386,"endOffset":400},{"label":"AWS service","startOffset":25,"endOffset":50},{"label":"AWS service","startOffset":60,"endOffset":78},{"label":"AWS service","startOffset":246,"endOffset":264}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.712818","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Smiling attractive young african woman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.248325","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604384","human-annotated":"yes","entities":[]}}
{"source":"When you think of e-commerce, you think of AWS. New services are always coming out on AWS, and support is very good.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.722017","human-annotated":"yes","entities":[]}}
{"source":"Shane Leese","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":11}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Business Intelligence Director, Pomelo Fashion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":30},{"label":"Company","startOffset":32,"endOffset":46}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331901","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Updating a Years-Old Algorithm Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560548","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion sells apparel online and in 18 retail locations throughout Southeast Asia. Shipping to nearly two million customers in more than 50 countries, the company currently employs 500 staff members across its corporate offices, retail stores, and warehouses. Its gross revenue tripled from 2017 to 2018, doubled from 2018 to 2019, and is on track to double in 2020 despite the overall global economy being down—in July 2020 alone, the company reported $7.5 million in revenue. For years, Pomelo Fashion relied on an algorithm that ranked products on category pages—such as “Dresses,” “Blouses,” and “Pants \u0026 Bottoms”—based on page views and sales, blending the trends of the past 30 days with lifetime behaviors, product price, and newest releases. The rank was calculated daily and stored in a database, providing an identical experience for every user by country. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.252030","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Neiman Marcus Increases New Application Speed to Market by 50% on AWS, Improves Digital Selling for Associates","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322695","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130849","human-annotated":"yes","entities":[]}}
{"source":"A luxury household name, Neiman Marcus has a reputation for delivering a first-class, personalized customer service experience. To modernize and enhance that experience, the company wanted to develop Connect, an omnichannel digital selling application that would empower associates to view rich, personalized customer information with the goal of making each customer interaction unforgettable. When the COVID-19 pandemic forced many retail stores to close, the company’s sales moved exclusively online. To continue providing the hallmark experience that had always attracted customers, Neiman Marcus needed to launch Connect quickly to enable associates to perform digital selling. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":25,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322310","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Choosing a serverless architecture with mobile development solutions on Amazon Web Services (AWS) enabled the development team to launch the app much faster than in the 4 months it had originally planned. “Using AWS cloud-native and serverless technologies, we increased our speed to market by at least 50 percent and were able to accelerate the launch of Connect,” says Sriram Vaidyanathan, senior director of omni engineering at Neiman Marcus. This approach also greatly reduced app-building costs and provided developers with more agility for the development and rapid deployment of updates. The app elastically scales to support traffic at any volume for greater cost efficiency, and it has increased","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":72,"endOffset":97},{"label":"Person name","startOffset":371,"endOffset":390},{"label":"Job title","startOffset":392,"endOffset":407},{"label":"Company","startOffset":431,"endOffset":444}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.206638","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785924","human-annotated":"yes","entities":[]}}
{"source":"Female sales associate peruses clothing rack. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.490058","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.719819","human-annotated":"yes","entities":[]}}
{"source":"Using AWS Amplify on a serverless architecture cost us 90 percent less than if we had built the app using a more traditional method. This is a huge win for us.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249887","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Hemanth Jayaraman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207582","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Senior Director of Cloud Engineering, Neiman Marcus","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":36},{"label":"Company","startOffset":38,"endOffset":51}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604308","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Empowering Associates to Elevate the Customer Experience","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416511","human-annotated":"yes","entities":[]}}
{"source":"Neiman Marcus is the flagship brand of the Neiman Marcus Group, a luxury retail organization founded in 1907 and generating $2.6 billion in annual revenue from its subsidiaries. Before Neiman Marcus developed Connect, associates were using an assortment of tools and technologies to provide customer service. Each solution provided a","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768784","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"different piece of information an associate needed to generate a sale. Some of these solutions were outdated, and all of them were creating friction. As a result, they were increasing sell times and decreasing associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.277342","human-annotated":"yes","entities":[]}}
{"source":"AWS for Industries","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280074","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"AWS is How: HelloFresh Delivers a Personalized Experience to Millions of Customers Around the World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559447","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"by Ed Jimenez | on 21 MAY 2021 | in Amazon EMR, Amazon Simple Storage Services (S3), Industries, Retail | Permalink |  Comments |  Share","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":3,"endOffset":13},{"label":"AWS service","startOffset":36,"endOffset":47},{"label":"AWS service","startOffset":48,"endOffset":84}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251089","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Mealtimes are important sources of connection, comfort, and self-care. And though we all have different lifestyles and preferences, we tend to crave similar qualities when it comes to food: variety, novelty, nutrition, convenience, and great taste. In essence, great food experiences are personal experiences that offer plenty of choice and flexibility.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604781","human-annotated":"yes","entities":[]}}
{"source":"HelloFreshEnter HelloFresh, the most popular meal kit in the world. HelloFresh provides fresh, healthy, affordable ingredients and easy-to-follow recipes that are delivered straight to your door. The company also operates a lean and innovative supply chain designed to eliminate food waste, reduce carbon emissions, optimize packaging, and favor local ingredient sourcing. With operations in 14 countries, HelloFresh delivered more than 600 million meals to 5.3 million active customers last year, providing organized, preportioned meal kits tailored to serve different household sizes, schedules, and tastes. The HelloFresh approach to meeting diverse needs, creating new menu options, and providing convenient delivery to each home it serves depends on two crucial ingredients: maintaining a deep understanding of its customers and staying agile across every aspect of its business, including product development, production, and distribution.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":11},{"label":"Company","startOffset":16,"endOffset":26},{"label":"Company","startOffset":68,"endOffset":78}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.250807","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"This is why HelloFresh uses Amazon Web Services (AWS). With AWS, HelloFresh gets a reliable, global cloud infrastructure that easily scales to support the company’s growth around the world. With the help of AWS consultation and expertise, HelloFresh has modernized its data capabilities, moving from its legacy database to a data lake where it can centralize storage of both structured and unstructured data. This makes it easier for HelloFresh to bring together information from multiple data sources and use analytics tools to gather insights that it can use to improve its services and create new offerings for customers. Using AWS, HelloFresh maintains a closer connection to changing customer preferences and the flexibility to quickly adapt its meal offerings and delivery services.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22},{"label":"Company","startOffset":65,"endOffset":75},{"label":"Company","startOffset":239,"endOffset":249},{"label":"Company","startOffset":434,"endOffset":444},{"label":"Company","startOffset":636,"endOffset":646},{"label":"AWS service","startOffset":28,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237045","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"HelloFresh runs much of its data management on Amazon Simple Storage Service (Amazon S3), a service that offers industry-leading scalability, data availability, security, and performance. It also uses Amazon Relational Database Service (Amazon RDS) for automating time-consuming administration tasks related to database management, such as hardware provisioning, database setup, patching, and backups. Also important to HelloFresh data management is Amazon EMR, a big data platform that makes it easier to process vast amounts of data using open source tools.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10},{"label":"Company","startOffset":420,"endOffset":430},{"label":"AWS service","startOffset":47,"endOffset":88},{"label":"AWS service","startOffset":201,"endOffset":248},{"label":"AWS service","startOffset":450,"endOffset":460}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.238855","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"See how HelloFresh is using AWS to deliver personalized customer experiences in the new “AWS Is How” campaign. Learn how retail companies can use AWS to build solutions that enhance customer experiences and deliver insights that improve operations.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":8,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237409","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"BigBasket Grows Bigger with 400,000 Daily Orders on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"AWS service","startOffset":52,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249202","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.305036","human-annotated":"yes","entities":[]}}
{"source":"Traffic Spikes Sixfold during Lockdown","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799664","human-annotated":"yes","entities":[]}}
{"source":"The online grocery market in India is competitive and value-driven, with some 20 companies vying for shoppers in a market that’s expected to hit $10.5 billion by 2023. The central government’s development of smart cities includes infrastructure to support the growth of ecommerce, and many large companies are making plays to get in on the action.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:50:20.090363","human-annotated":"yes","entities":[]}}
{"source":"BigBasket, India’s largest online grocery, has been in business since 2011. Customer retention is at the heart of its strategy, as well as a hyper-local approach to inventory. BigBasket is available in 21 cities and runs its infrastructure on the Amazon Web Services (AWS) Cloud. The business had been growing 20–30 percent each year, but when COVID-19 struck and India went into lockdown, BigBasket faced unprecedented demand. Daily traffic was suddenly six times higher than pre–COVID-19 peaks.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":176,"endOffset":185},{"label":"AWS service","startOffset":247,"endOffset":278}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785848","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Big Basket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417064","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332699","human-annotated":"yes","entities":[]}}
{"source":"With AWS, we have all the pieces of the puzzle to smoothly run a large ecommerce architecture.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713782","human-annotated":"yes","entities":[]}}
{"source":"Rakshit Daga","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":12}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559800","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technology Officer, BigBasket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":26,"endOffset":35}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.823761","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":" ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306580","human-annotated":"yes","entities":[]}}
{"source":"Microservices and Containers Boost Efficiency","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780106","human-annotated":"yes","entities":[]}}
{"source":"BigBasket subscribes to AWS Enterprise Support and immediately consulted with the AWS team for advice on scaling its architecture efficiently. “AWS Enterprise Support has been our go-to destination for all queries when we’re building something new or maintaining and enhancing existing functions,” says Rakshit Daga, chief technology officer at BigBasket. “Given the breadth of AWS solutions we use, we have questions on all kinds of topics, and Enterprise Support connects us to the right person quickly.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":345,"endOffset":354},{"label":"AWS service","startOffset":24,"endOffset":46},{"label":"Person name","startOffset":303,"endOffset":315},{"label":"Job title","startOffset":317,"endOffset":341}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768432","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The company had already begun shifting to asynchronous work queues in 2018, isolating workloads into containers and breaking up its monolithic architecture. However, the onset of the 2020 lockdown shifted this process into high gear. By mid-2020, the company was fully containerized with 60 microservices running on Kubernetes.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896096","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat Boosts Efficiency and Productivity by 40% on Amazon Lightsail","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":54,"endOffset":70},{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280786","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093274","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat, a meat boutique founded in Uruguay and with US operations in Miami, Florida, was using Microsoft Excel spreadsheets to manage isolated inventories manually, but this time-consuming process was hampering its growth. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560132","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Looking to modernize its data solution, Gourmeat turned to Amazon Web Services (AWS) and AWS Select Consulting Partner Nub8. Within weeks, the company had a new inventory management system hosted on Amazon Lightsail, a simple-to-use virtual private server that offers everything needed to build a web application. Gourmeat’s integrated cloud-based inventory application reduces time spent on inventory management, maintains reliable and secure data, and enables key decision makers in the company to have simultaneous data access.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":48},{"label":"Company","startOffset":119,"endOffset":124},{"label":"Company","startOffset":314,"endOffset":323},{"label":"AWS service","startOffset":59,"endOffset":84},{"label":"AWS service","startOffset":199,"endOffset":216}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.512598","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Gourmeat storefront","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.895399","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416358","human-annotated":"yes","entities":[]}}
{"source":"Once we started using the solution built on Amazon Lightsail, inventory management and report creation went from approximately 4 hours a week to less than 20 minutes.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":44,"endOffset":61}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605738","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Lucia Albanell","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.784897","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"CEO and cofounder, Gourmeat","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":18},{"label":"Company","startOffset":19,"endOffset":27}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605341","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Moving to Integrated Inventory Management","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306526","human-annotated":"yes","entities":[]}}
{"source":"Founded in 2013, Gourmeat sells hormone- and antibiotic-free meat online and in stores in Uruguay and Miami. Before turning to AWS and Nub8, Gourmeat managed inventory through manual reports from its vendors. “The old system used isolated applications, and it didn’t enable simultaneous access for decision makers across the company,” says Lucia Albanell, CEO and cofounder of Gourmeat. “This resulted in inefficiencies and low confidence in data quality.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":135,"endOffset":139},{"label":"Company","startOffset":141,"endOffset":149},{"label":"Company","startOffset":377,"endOffset":385},{"label":"Person name","startOffset":340,"endOffset":354},{"label":"Job title","startOffset":356,"endOffset":359},{"label":"Job title","startOffset":364,"endOffset":373}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091265","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Pearson Boosts Security and Productivity Using Amazon Elasticsearch Service","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":47,"endOffset":75}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332629","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605408","human-annotated":"yes","entities":[]}}
{"source":"Global educational media company Pearson needed a more efficient way to analyze and gain insights from its log data. With a number of teams in various locations using Elasticsearch—the popular open-source tool for search and log analytics—Pearson found that keeping track of log data and managing updates led to high operating costs. Faced with this, as well as increasingly complex security log management and analysis, the company found a solution on Amazon Web Services (AWS). Pearson quickly saw improvements by migrating from its self-managed open-source Elasticsearch architecture to Amazon Elasticsearch Service, a fully managed service that makes it easy to deploy, secure, and run Elasticsearch cost effectively at scale. Rather than spending considerable time and resources on managing the Elasticsearch clusters on its own, Pearson used the managed Amazon Elasticsearch Service as part of its initiative to modernize its products. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":33,"endOffset":40},{"label":"Company","startOffset":239,"endOffset":246},{"label":"Company","startOffset":480,"endOffset":487},{"label":"Company","startOffset":835,"endOffset":842},{"label":"AWS service","startOffset":167,"endOffset":180},{"label":"AWS service","startOffset":453,"endOffset":479},{"label":"AWS service","startOffset":590,"endOffset":610},{"label":"AWS service","startOffset":860,"endOffset":888}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:47:21.422411","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Shot of two young women using a laptop together in a college library","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":53,"endOffset":68}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.779644","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.850307","human-annotated":"yes","entities":[]}}
{"source":"As we migrate to Amazon Elasticsearch Service, we can start to focus on what’s necessary from a security perspective. We can bring in different skill sets and focus on what’s more important to the company rather than just maintaining standard hardware or infrastructure.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":17,"endOffset":45}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559063","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Muthu Meyyappan","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048123","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"VP of Security Engineering and Product Security Officer, Pearson","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":26},{"label":"Job title","startOffset":31,"endOffset":56},{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:22:09.454285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Meeting the Needs of the Modern World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489354","human-annotated":"yes","entities":[]}}
{"source":"As one of the largest and oldest educational companies in the world, Pearson operates in 70 different countries. The company provides a wide variety of educational content and assessments and other services, which are often specialized for different target audiences. As the company moved toward digitization in the cloud, it began to use AWS services. At first, Pearson used Amazon Elastic Compute Cloud (Amazon EC2)—a web service that provides secure, resizable compute capacity in the cloud—to power its self-managed open-source Elasticsearch. But the company found that a self-managed approach posed several challenges. “One of the major issues we had was with the security portion of the fine-grained access control—we weren’t able to work through that,” says Muthu Meyyappan, vice president of security engineering and product security officer for Pearson. “Another challenge was maintaining the upgrades and the usual service management below the line, which consumed the effort of a full-time engineer to maintain the platform.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":765,"endOffset":780},{"label":"Person name","startOffset":782,"endOffset":796},{"label":"Company","startOffset":854,"endOffset":861},{"label":"Company","startOffset":363,"endOffset":370},{"label":"Job title","startOffset":825,"endOffset":849},{"label":"AWS service","startOffset":376,"endOffset":417}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093195","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In order to iron out its access control to log data and reduce the amount of time spent on updates, Pearson turned to Amazon Elasticsearch Service. “When we were updating the open-source Elasticsearch, it took time to make sure we didn’t miss any data,” says Meyyappan. “We were looking to have someone else take that accountability. If there is data lost, for example, Amazon Elasticsearch Service enables us to go back 14 days and get the index back. Features like that encouraged us to migrate to the managed service.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":100,"endOffset":107},{"label":"AWS service","startOffset":118,"endOffset":147},{"label":"AWS service","startOffset":370,"endOffset":398},{"label":"Person name","startOffset":259,"endOffset":268}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.824989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"TestWe Turns to AWS to Drive Global Expansion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":6},{"label":"AWS service","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617652","human-annotated":"yes","entities":[]}}
{"source":"In 2014, colleagues Clément Régnier and Charles Zhu came across a study that indicated 95 percent of European students owned laptops. However, educational institutions continued to rely on paper-based exams. That’s when Régnier and Zhu decided to launch TestWe, a platform for administering in-class and remote computer-based assessments.  “Students were using their devices for taking notes, research, and sending emails,” says Régnier. “It only made sense for them to use their laptops to take exams as well.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":20,"endOffset":35},{"label":"Person name","startOffset":40,"endOffset":51},{"label":"Person name","startOffset":429,"endOffset":436},{"label":"Person name","startOffset":232,"endOffset":235},{"label":"Person name","startOffset":220,"endOffset":227},{"label":"Company","startOffset":254,"endOffset":260}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.852322","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The TestWe solution gives students the ability to take exams securely, in the classroom or at home. Educational institutions can administer digital exams while eliminating the possibility of students getting help from online resources or other people since the tests are taken offline and recorded by a camera. The TestWe exam process runs in the cloud and can be fully integrated into a school’s learning management system. Additionally, the tests can run directly on any type of student devices.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":10},{"label":"Company","startOffset":315,"endOffset":321}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858864","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Today, TestWe is available in seven different languages and used in countries throughout Western Europe as well as in North and South America. Every year, TestWe helps teachers create millions of test questions.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":7,"endOffset":13},{"label":"Company","startOffset":155,"endOffset":161}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713699","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Student studies outside","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207974","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822867","human-annotated":"yes","entities":[]}}
{"source":"Using AWS services enhances our credibility. Partners and customers know our tests will run reliably and scale easily.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.786257","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Clément Régnier","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.800211","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Cofounder and Chief Commercial Officer, TestWe","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":46},{"label":"Job title","startOffset":0,"endOffset":9},{"label":"Job title","startOffset":14,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.857285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Global Expansion Requires Greater Firepower in the Cloud","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822938","human-annotated":"yes","entities":[]}}
{"source":"In the early years of the company, TestWe relied on a regional cloud-platform provider to host its applications. The company then began to expand to markets throughout Western Europe and into Canada and South America. Régnier and Zhu soon realized they needed to migrate their testing applications to a provider with global capabilities—one that could deliver applications from local regional data centers.  “We wanted to ensure students, teachers, and administrators continued to experience fast performance when interacting with the tests, no matter where they are located,” says Régnier. “And with a larger customer base, we needed to make sure our cloud infrastructure could handle spikes in activity.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":35,"endOffset":41},{"label":"Person name","startOffset":218,"endOffset":225},{"label":"Person name","startOffset":230,"endOffset":233}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721947","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"University of Oxford Introduces a Sector-Leading Image Recognition ML Prototype to Augment Digitization in Numismatics","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":0,"endOffset":20}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130779","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331976","human-annotated":"yes","entities":[]}}
{"source":"The University of Oxford houses 21 million objects in the collections of its Gardens, Libraries \u0026 Museums (GLAM)—artifacts and specimens that are among the world’s most significant. One aspect of GLAM’s mission is to preserve these assets and make them accessible to the world for education and research. However, the organization has only enough space to display about 10 percent of its holdings at a time, and there’s an enormous backlog of artifacts still waiting to be cataloged. To tackle that obstacle, GLAM used Amazon Web Services (AWS) to build an enhanced image recognition system that would help accelerate the process of cataloging artifacts.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":4,"endOffset":24},{"label":"AWS service","startOffset":519,"endOffset":544}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896027","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"The Gardens and Museums IT team used Amazon SageMaker, a fully managed service that provides developers and data scientists with the ability to build, train, and deploy machine learning (ML) models quickly. Powered by Amazon Elastic Compute Cloud (Amazon EC2) instances, the models were trained and deployed at low cost to automatically catalog the extensive coin collection of the Ashmolean Museum—which is the United Kingdom’s first public museum and the world’s first university museum. On AWS, the image recognition system identifies and catalogs coins in a fraction of the time it would take human volunteers to complete the same task.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":53},{"label":"AWS service","startOffset":218,"endOffset":259},{"label":"Education","startOffset":382,"endOffset":398}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858189","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Exterior of the Ashmolean Museum.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489296","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.354552","human-annotated":"yes","entities":[]}}
{"source":"I thought this project would be complex and time consuming, but using AWS made it easy.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048510","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Anjanesh Babu","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417494","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Systems Architect and Network Manager, Gardens and Museums IT, University of Oxford\u0027s Gardens, Libraries \u0026 Museums","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332032","human-annotated":"yes","entities":[]}}
{"source":"Updating Infrastructure and Creating an ML-Based Cataloging System on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780039","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"GLAM comprises four museums—the Ashmolean Museum of Art and Archaeology, the Oxford University Museum of Natural History, the Pitt Rivers Museum, and the History of Science Museum—as well as the Bodleian Libraries and the Oxford Botanic Garden \u0026 Harcourt Arboretum. In 2019, GLAM saw 900,000 visitors to its digital collections. Its 21 million objects include live specimens and plants, historical artifacts, and even images of objects that were damaged, lost, or returned to collectors. “For many years, the museums were not overly active at investing in and managing the information technology infrastructure that underpins all our digital services,” says Anjanesh Babu, systems architect and network manager at Gardens and Museums IT. “After years of underinvestment in outdated infrastructure, the University of Oxford brought together a strategic focus on digital transformation through the GLAM Digital program.” As part of this program, the Digital Estate Improvement project was the foundational part to deliver root and branch improvements to the infrastructure to make it fit to meet the digital aspirations laid out in the objectives. In 2017, the project uploaded 60 TB of digital records to Amazon Simple Storage Service (Amazon S3), an object storage service that offers industry-leading scalability, data availability, security, and performance.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":32,"endOffset":48},{"label":"Education","startOffset":95,"endOffset":120},{"label":"Education","startOffset":126,"endOffset":144},{"label":"Education","startOffset":150,"endOffset":179},{"label":"Education","startOffset":195,"endOffset":213},{"label":"School","startOffset":77,"endOffset":94},{"label":"School","startOffset":802,"endOffset":822},{"label":"Person name","startOffset":658,"endOffset":671},{"label":"AWS service","startOffset":1204,"endOffset":1246}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.357366","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"UFE Mongolia Goes Online in 10 Days with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.720377","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560614","human-annotated":"yes","entities":[]}}
{"source":"UFE-Mongolia_Customer-Reference_Image","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489217","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.208028","human-annotated":"yes","entities":[]}}
{"source":"The University had years and years of content. The challenge was how to move it to the new system. Using AWS, it took us only three days.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560200","human-annotated":"yes","entities":[]}}
{"source":"Ankhtuya Dorisuren","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417859","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Vice President, UFE","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":15},{"label":"Company","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251703","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Founded in 1924, the University of Finance and Economics (UFE) is one of the oldest educational institutions in Mongolia.It has over 6,000 students and more than 300 employees and has successfully been running some online courses using on-premises technology since 2015. However, when the COVID-19 pandemic struck, UFE used Amazon Web Services (AWS) to move all teaching online in less than two weeks, enabling students to continue their studies remotely.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":21,"endOffset":62},{"label":"School","startOffset":315,"endOffset":318},{"label":"Education","startOffset":139,"endOffset":147},{"label":"AWS service","startOffset":324,"endOffset":349}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306448","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"On-Premises Infrastructure Not Up to the Job","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130904","human-annotated":"yes","entities":[]}}
{"source":"At the beginning of 2020, UFE was using a local data center with two local servers. But when more than 400 students tried to access it at once, the system was overloaded, resulting in the entire learning management system going offline. The local power supply was unreliable and the server would need to be restarted manually after every power outage. Ankhtuya Dorisuren, UFE vice president, explains: “This made it really difficult for students taking courses who lived in the countryside and needed to access resources and teaching remotely.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":352,"endOffset":371},{"label":"Company","startOffset":372,"endOffset":375},{"label":"Company","startOffset":26,"endOffset":29},{"label":"Job title","startOffset":376,"endOffset":390}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:50:53.756875","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In late January, the government of Mongolia announced a nationwide lockdown with strict quarantine measures. All educational institutions closed within the space of a week and overseas students were recalled home. This presented UFE with a problem: how to continue providing all students with top-quality teaching while complying with the lockdown restrictions. The speed of implementation was critical, as was the need for an accessible and reliable system. UFE decided to transfer its entire online learning management system to AWS cloud-based infrastructure—and did so within just 10-days.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":229,"endOffset":232},{"label":"Company","startOffset":459,"endOffset":462}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.323417","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi.ru Takes Lockdown Schoolchildren Online with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":50,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049145","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896150","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru became a first responder for education, keeping students learning, when COVID-19 hit. The company provides school-age learning services around the world, including Asia, Canada, Latin America, Russia, South Africa, and the USA. Originally designed for use in the classroom and for extracurricular self-education, its services employ an engaging, gamified approach to enhance education.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604716","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"When the pandemic took hold, schools were shut down and the company found itself having to provide remote learning for a much larger student audience. It rapidly introduced new free services for schools, children, and teachers, providing large-scale informational, methodological support for its school communities.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049220","human-annotated":"yes","entities":[]}}
{"source":"The company soon found that its co-located servers were unable to cope with a massive increase in usage, with more than 240,000 users now on the site at once, compared to around 60,000 previously.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799616","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru turned to Amazon Web Services (AWS) for the urgent migration needed to scale and meet the demand—a migration that was achieved successfully and quickly.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":18,"endOffset":43}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.511131","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi-customer-references","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":4}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249551","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091359","human-annotated":"yes","entities":[]}}
{"source":"The migration took three days. It wasn’t business as usual and we were outside our comfort zone, but it turned out to be fast, smooth, and practically flawless in execution.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306633","human-annotated":"yes","entities":[]}}
{"source":"Alexey Vakhov","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.321907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technical Officer, Uchi.ru","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":25,"endOffset":32}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207249","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Turning to the Cloud to Cope with Overnight Demand","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799545","human-annotated":"yes","entities":[]}}
{"source":"As the sector’s largest educational technology provider, Uchi.ru had some 350,000 Russian speakers access its classroom services at least once a day at the beginning of 2020. When the pandemic hit in March 2020, all schools closed with little notice.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130398","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"The Uchi.ru team responded rapidly, introducing new distance-learning tools and services to support students and teachers. They found extremely high demand for distance learning and as a result, Uchi.ru was on the front line of education provision, no longer an adjunct but of primary importance to the whole school-age education system.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":11},{"label":"Company","startOffset":195,"endOffset":202}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780820","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Pomelo Fashion Enhances Shoppers’ Experience, Increases Revenue Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14},{"label":"AWS service","startOffset":70,"endOffset":88}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721020","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416450","human-annotated":"yes","entities":[]}}
{"source":"Pomelo Fashion, a global fashion e-commerce service based in Southeast Asia, had been displaying items on its website in much the same way since it was founded in 2013. The setup had grown stale, not to mention that the algorithm for displaying the items relied on old data streams with limited inputs and spotty accuracy. So as a fast-growing, innovative startup, Pomelo Fashion set out to create personalized customer experiences that would improve the discoverability of new items and increase revenue—and it needed a solution that would do so at scale. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617575","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion turned to Amazon Web Services (AWS) and used Amazon Personalize, which enables developers to build applications with the same machine learning (ML) technology used by Amazon.com for real-time personalized recommendations. By using Amazon Personalize—and the services of AWS Advanced Technology Partners Segment and Braze—to build fresh sorting and categorizing features, Pomelo Fashion created a unique, personalized shopping experience that boosts customer engagement and more efficiently converts it into sales.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14},{"label":"Company","startOffset":386,"endOffset":400},{"label":"AWS service","startOffset":25,"endOffset":50},{"label":"AWS service","startOffset":60,"endOffset":78},{"label":"AWS service","startOffset":246,"endOffset":264}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.712818","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Smiling attractive young african woman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.248325","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604384","human-annotated":"yes","entities":[]}}
{"source":"When you think of e-commerce, you think of AWS. New services are always coming out on AWS, and support is very good.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.722017","human-annotated":"yes","entities":[]}}
{"source":"Shane Leese","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":11}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Business Intelligence Director, Pomelo Fashion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":30},{"label":"Company","startOffset":32,"endOffset":46}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331901","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Updating a Years-Old Algorithm Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560548","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion sells apparel online and in 18 retail locations throughout Southeast Asia. Shipping to nearly two million customers in more than 50 countries, the company currently employs 500 staff members across its corporate offices, retail stores, and warehouses. Its gross revenue tripled from 2017 to 2018, doubled from 2018 to 2019, and is on track to double in 2020 despite the overall global economy being down—in July 2020 alone, the company reported $7.5 million in revenue. For years, Pomelo Fashion relied on an algorithm that ranked products on category pages—such as “Dresses,” “Blouses,” and “Pants \u0026 Bottoms”—based on page views and sales, blending the trends of the past 30 days with lifetime behaviors, product price, and newest releases. The rank was calculated daily and stored in a database, providing an identical experience for every user by country. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.252030","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Neiman Marcus Increases New Application Speed to Market by 50% on AWS, Improves Digital Selling for Associates","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322695","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130849","human-annotated":"yes","entities":[]}}
{"source":"A luxury household name, Neiman Marcus has a reputation for delivering a first-class, personalized customer service experience. To modernize and enhance that experience, the company wanted to develop Connect, an omnichannel digital selling application that would empower associates to view rich, personalized customer information with the goal of making each customer interaction unforgettable. When the COVID-19 pandemic forced many retail stores to close, the company’s sales moved exclusively online. To continue providing the hallmark experience that had always attracted customers, Neiman Marcus needed to launch Connect quickly to enable associates to perform digital selling. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":25,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322310","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Choosing a serverless architecture with mobile development solutions on Amazon Web Services (AWS) enabled the development team to launch the app much faster than in the 4 months it had originally planned. “Using AWS cloud-native and serverless technologies, we increased our speed to market by at least 50 percent and were able to accelerate the launch of Connect,” says Sriram Vaidyanathan, senior director of omni engineering at Neiman Marcus. This approach also greatly reduced app-building costs and provided developers with more agility for the development and rapid deployment of updates. The app elastically scales to support traffic at any volume for greater cost efficiency, and it has increased","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":72,"endOffset":97},{"label":"Person name","startOffset":371,"endOffset":390},{"label":"Job title","startOffset":392,"endOffset":407},{"label":"Company","startOffset":431,"endOffset":444}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.206638","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785924","human-annotated":"yes","entities":[]}}
{"source":"Female sales associate peruses clothing rack. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.490058","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.719819","human-annotated":"yes","entities":[]}}
{"source":"Using AWS Amplify on a serverless architecture cost us 90 percent less than if we had built the app using a more traditional method. This is a huge win for us.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249887","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Hemanth Jayaraman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207582","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Senior Director of Cloud Engineering, Neiman Marcus","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":36},{"label":"Company","startOffset":38,"endOffset":51}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604308","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Empowering Associates to Elevate the Customer Experience","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416511","human-annotated":"yes","entities":[]}}
{"source":"Neiman Marcus is the flagship brand of the Neiman Marcus Group, a luxury retail organization founded in 1907 and generating $2.6 billion in annual revenue from its subsidiaries. Before Neiman Marcus developed Connect, associates were using an assortment of tools and technologies to provide customer service. Each solution provided a","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768784","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"different piece of information an associate needed to generate a sale. Some of these solutions were outdated, and all of them were creating friction. As a result, they were increasing sell times and decreasing associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.277342","human-annotated":"yes","entities":[]}}
{"source":"AWS for Industries","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280074","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"AWS is How: HelloFresh Delivers a Personalized Experience to Millions of Customers Around the World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559447","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"by Ed Jimenez | on 21 MAY 2021 | in Amazon EMR, Amazon Simple Storage Services (S3), Industries, Retail | Permalink |  Comments |  Share","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":3,"endOffset":13},{"label":"AWS service","startOffset":36,"endOffset":47},{"label":"AWS service","startOffset":48,"endOffset":84}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251089","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Mealtimes are important sources of connection, comfort, and self-care. And though we all have different lifestyles and preferences, we tend to crave similar qualities when it comes to food: variety, novelty, nutrition, convenience, and great taste. In essence, great food experiences are personal experiences that offer plenty of choice and flexibility.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604781","human-annotated":"yes","entities":[]}}
{"source":"HelloFreshEnter HelloFresh, the most popular meal kit in the world. HelloFresh provides fresh, healthy, affordable ingredients and easy-to-follow recipes that are delivered straight to your door. The company also operates a lean and innovative supply chain designed to eliminate food waste, reduce carbon emissions, optimize packaging, and favor local ingredient sourcing. With operations in 14 countries, HelloFresh delivered more than 600 million meals to 5.3 million active customers last year, providing organized, preportioned meal kits tailored to serve different household sizes, schedules, and tastes. The HelloFresh approach to meeting diverse needs, creating new menu options, and providing convenient delivery to each home it serves depends on two crucial ingredients: maintaining a deep understanding of its customers and staying agile across every aspect of its business, including product development, production, and distribution.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":11},{"label":"Company","startOffset":16,"endOffset":26},{"label":"Company","startOffset":68,"endOffset":78}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.250807","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"This is why HelloFresh uses Amazon Web Services (AWS). With AWS, HelloFresh gets a reliable, global cloud infrastructure that easily scales to support the company’s growth around the world. With the help of AWS consultation and expertise, HelloFresh has modernized its data capabilities, moving from its legacy database to a data lake where it can centralize storage of both structured and unstructured data. This makes it easier for HelloFresh to bring together information from multiple data sources and use analytics tools to gather insights that it can use to improve its services and create new offerings for customers. Using AWS, HelloFresh maintains a closer connection to changing customer preferences and the flexibility to quickly adapt its meal offerings and delivery services.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22},{"label":"Company","startOffset":65,"endOffset":75},{"label":"Company","startOffset":239,"endOffset":249},{"label":"Company","startOffset":434,"endOffset":444},{"label":"Company","startOffset":636,"endOffset":646},{"label":"AWS service","startOffset":28,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237045","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"HelloFresh runs much of its data management on Amazon Simple Storage Service (Amazon S3), a service that offers industry-leading scalability, data availability, security, and performance. It also uses Amazon Relational Database Service (Amazon RDS) for automating time-consuming administration tasks related to database management, such as hardware provisioning, database setup, patching, and backups. Also important to HelloFresh data management is Amazon EMR, a big data platform that makes it easier to process vast amounts of data using open source tools.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10},{"label":"Company","startOffset":420,"endOffset":430},{"label":"AWS service","startOffset":47,"endOffset":88},{"label":"AWS service","startOffset":201,"endOffset":248},{"label":"AWS service","startOffset":450,"endOffset":460}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.238855","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"See how HelloFresh is using AWS to deliver personalized customer experiences in the new “AWS Is How” campaign. Learn how retail companies can use AWS to build solutions that enhance customer experiences and deliver insights that improve operations.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":8,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237409","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"BigBasket Grows Bigger with 400,000 Daily Orders on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"AWS service","startOffset":52,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249202","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.305036","human-annotated":"yes","entities":[]}}
{"source":"Traffic Spikes Sixfold during Lockdown","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799664","human-annotated":"yes","entities":[]}}
{"source":"The online grocery market in India is competitive and value-driven, with some 20 companies vying for shoppers in a market that’s expected to hit $10.5 billion by 2023. The central government’s development of smart cities includes infrastructure to support the growth of ecommerce, and many large companies are making plays to get in on the action.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:50:20.090363","human-annotated":"yes","entities":[]}}
{"source":"BigBasket, India’s largest online grocery, has been in business since 2011. Customer retention is at the heart of its strategy, as well as a hyper-local approach to inventory. BigBasket is available in 21 cities and runs its infrastructure on the Amazon Web Services (AWS) Cloud. The business had been growing 20–30 percent each year, but when COVID-19 struck and India went into lockdown, BigBasket faced unprecedented demand. Daily traffic was suddenly six times higher than pre–COVID-19 peaks.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":176,"endOffset":185},{"label":"AWS service","startOffset":247,"endOffset":278}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785848","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Big Basket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417064","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332699","human-annotated":"yes","entities":[]}}
{"source":"With AWS, we have all the pieces of the puzzle to smoothly run a large ecommerce architecture.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713782","human-annotated":"yes","entities":[]}}
{"source":"Rakshit Daga","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":12}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559800","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technology Officer, BigBasket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":26,"endOffset":35}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.823761","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":" ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306580","human-annotated":"yes","entities":[]}}
{"source":"Microservices and Containers Boost Efficiency","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780106","human-annotated":"yes","entities":[]}}
{"source":"BigBasket subscribes to AWS Enterprise Support and immediately consulted with the AWS team for advice on scaling its architecture efficiently. “AWS Enterprise Support has been our go-to destination for all queries when we’re building something new or maintaining and enhancing existing functions,” says Rakshit Daga, chief technology officer at BigBasket. “Given the breadth of AWS solutions we use, we have questions on all kinds of topics, and Enterprise Support connects us to the right person quickly.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":345,"endOffset":354},{"label":"AWS service","startOffset":24,"endOffset":46},{"label":"Person name","startOffset":303,"endOffset":315},{"label":"Job title","startOffset":317,"endOffset":341}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768432","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The company had already begun shifting to asynchronous work queues in 2018, isolating workloads into containers and breaking up its monolithic architecture. However, the onset of the 2020 lockdown shifted this process into high gear. By mid-2020, the company was fully containerized with 60 microservices running on Kubernetes.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896096","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat Boosts Efficiency and Productivity by 40% on Amazon Lightsail","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":54,"endOffset":70},{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280786","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093274","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat, a meat boutique founded in Uruguay and with US operations in Miami, Florida, was using Microsoft Excel spreadsheets to manage isolated inventories manually, but this time-consuming process was hampering its growth. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560132","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Looking to modernize its data solution, Gourmeat turned to Amazon Web Services (AWS) and AWS Select Consulting Partner Nub8. Within weeks, the company had a new inventory management system hosted on Amazon Lightsail, a simple-to-use virtual private server that offers everything needed to build a web application. Gourmeat’s integrated cloud-based inventory application reduces time spent on inventory management, maintains reliable and secure data, and enables key decision makers in the company to have simultaneous data access.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":48},{"label":"Company","startOffset":119,"endOffset":124},{"label":"Company","startOffset":314,"endOffset":323},{"label":"AWS service","startOffset":59,"endOffset":84},{"label":"AWS service","startOffset":199,"endOffset":216}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.512598","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Gourmeat storefront","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.895399","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416358","human-annotated":"yes","entities":[]}}
{"source":"Once we started using the solution built on Amazon Lightsail, inventory management and report creation went from approximately 4 hours a week to less than 20 minutes.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":44,"endOffset":61}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605738","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Lucia Albanell","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.784897","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"CEO and cofounder, Gourmeat","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":18},{"label":"Company","startOffset":19,"endOffset":27}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605341","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Moving to Integrated Inventory Management","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306526","human-annotated":"yes","entities":[]}}
{"source":"Founded in 2013, Gourmeat sells hormone- and antibiotic-free meat online and in stores in Uruguay and Miami. Before turning to AWS and Nub8, Gourmeat managed inventory through manual reports from its vendors. “The old system used isolated applications, and it didn’t enable simultaneous access for decision makers across the company,” says Lucia Albanell, CEO and cofounder of Gourmeat. “This resulted in inefficiencies and low confidence in data quality.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":135,"endOffset":139},{"label":"Company","startOffset":141,"endOffset":149},{"label":"Company","startOffset":377,"endOffset":385},{"label":"Person name","startOffset":340,"endOffset":354},{"label":"Job title","startOffset":356,"endOffset":359},{"label":"Job title","startOffset":364,"endOffset":373}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091265","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Pearson Boosts Security and Productivity Using Amazon Elasticsearch Service","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":47,"endOffset":75}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332629","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605408","human-annotated":"yes","entities":[]}}
{"source":"Global educational media company Pearson needed a more efficient way to analyze and gain insights from its log data. With a number of teams in various locations using Elasticsearch—the popular open-source tool for search and log analytics—Pearson found that keeping track of log data and managing updates led to high operating costs. Faced with this, as well as increasingly complex security log management and analysis, the company found a solution on Amazon Web Services (AWS). Pearson quickly saw improvements by migrating from its self-managed open-source Elasticsearch architecture to Amazon Elasticsearch Service, a fully managed service that makes it easy to deploy, secure, and run Elasticsearch cost effectively at scale. Rather than spending considerable time and resources on managing the Elasticsearch clusters on its own, Pearson used the managed Amazon Elasticsearch Service as part of its initiative to modernize its products. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":33,"endOffset":40},{"label":"Company","startOffset":239,"endOffset":246},{"label":"Company","startOffset":480,"endOffset":487},{"label":"Company","startOffset":835,"endOffset":842},{"label":"AWS service","startOffset":167,"endOffset":180},{"label":"AWS service","startOffset":453,"endOffset":479},{"label":"AWS service","startOffset":590,"endOffset":610},{"label":"AWS service","startOffset":860,"endOffset":888}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:47:21.422411","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Shot of two young women using a laptop together in a college library","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":53,"endOffset":68}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.779644","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.850307","human-annotated":"yes","entities":[]}}
{"source":"As we migrate to Amazon Elasticsearch Service, we can start to focus on what’s necessary from a security perspective. We can bring in different skill sets and focus on what’s more important to the company rather than just maintaining standard hardware or infrastructure.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":17,"endOffset":45}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559063","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Muthu Meyyappan","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048123","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"VP of Security Engineering and Product Security Officer, Pearson","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":26},{"label":"Job title","startOffset":31,"endOffset":56},{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:22:09.454285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Meeting the Needs of the Modern World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489354","human-annotated":"yes","entities":[]}}
{"source":"As one of the largest and oldest educational companies in the world, Pearson operates in 70 different countries. The company provides a wide variety of educational content and assessments and other services, which are often specialized for different target audiences. As the company moved toward digitization in the cloud, it began to use AWS services. At first, Pearson used Amazon Elastic Compute Cloud (Amazon EC2)—a web service that provides secure, resizable compute capacity in the cloud—to power its self-managed open-source Elasticsearch. But the company found that a self-managed approach posed several challenges. “One of the major issues we had was with the security portion of the fine-grained access control—we weren’t able to work through that,” says Muthu Meyyappan, vice president of security engineering and product security officer for Pearson. “Another challenge was maintaining the upgrades and the usual service management below the line, which consumed the effort of a full-time engineer to maintain the platform.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":765,"endOffset":780},{"label":"Person name","startOffset":782,"endOffset":796},{"label":"Company","startOffset":854,"endOffset":861},{"label":"Company","startOffset":363,"endOffset":370},{"label":"Job title","startOffset":825,"endOffset":849},{"label":"AWS service","startOffset":376,"endOffset":417}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093195","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In order to iron out its access control to log data and reduce the amount of time spent on updates, Pearson turned to Amazon Elasticsearch Service. “When we were updating the open-source Elasticsearch, it took time to make sure we didn’t miss any data,” says Meyyappan. “We were looking to have someone else take that accountability. If there is data lost, for example, Amazon Elasticsearch Service enables us to go back 14 days and get the index back. Features like that encouraged us to migrate to the managed service.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":100,"endOffset":107},{"label":"AWS service","startOffset":118,"endOffset":147},{"label":"AWS service","startOffset":370,"endOffset":398},{"label":"Person name","startOffset":259,"endOffset":268}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.824989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"TestWe Turns to AWS to Drive Global Expansion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":6},{"label":"AWS service","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617652","human-annotated":"yes","entities":[]}}
{"source":"In 2014, colleagues Clément Régnier and Charles Zhu came across a study that indicated 95 percent of European students owned laptops. However, educational institutions continued to rely on paper-based exams. That’s when Régnier and Zhu decided to launch TestWe, a platform for administering in-class and remote computer-based assessments.  “Students were using their devices for taking notes, research, and sending emails,” says Régnier. “It only made sense for them to use their laptops to take exams as well.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":20,"endOffset":35},{"label":"Person name","startOffset":40,"endOffset":51},{"label":"Person name","startOffset":429,"endOffset":436},{"label":"Person name","startOffset":232,"endOffset":235},{"label":"Person name","startOffset":220,"endOffset":227},{"label":"Company","startOffset":254,"endOffset":260}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.852322","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The TestWe solution gives students the ability to take exams securely, in the classroom or at home. Educational institutions can administer digital exams while eliminating the possibility of students getting help from online resources or other people since the tests are taken offline and recorded by a camera. The TestWe exam process runs in the cloud and can be fully integrated into a school’s learning management system. Additionally, the tests can run directly on any type of student devices.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":10},{"label":"Company","startOffset":315,"endOffset":321}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858864","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Today, TestWe is available in seven different languages and used in countries throughout Western Europe as well as in North and South America. Every year, TestWe helps teachers create millions of test questions.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":7,"endOffset":13},{"label":"Company","startOffset":155,"endOffset":161}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713699","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Student studies outside","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207974","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822867","human-annotated":"yes","entities":[]}}
{"source":"Using AWS services enhances our credibility. Partners and customers know our tests will run reliably and scale easily.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.786257","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Clément Régnier","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.800211","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Cofounder and Chief Commercial Officer, TestWe","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":46},{"label":"Job title","startOffset":0,"endOffset":9},{"label":"Job title","startOffset":14,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.857285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Global Expansion Requires Greater Firepower in the Cloud","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822938","human-annotated":"yes","entities":[]}}
{"source":"In the early years of the company, TestWe relied on a regional cloud-platform provider to host its applications. The company then began to expand to markets throughout Western Europe and into Canada and South America. Régnier and Zhu soon realized they needed to migrate their testing applications to a provider with global capabilities—one that could deliver applications from local regional data centers.  “We wanted to ensure students, teachers, and administrators continued to experience fast performance when interacting with the tests, no matter where they are located,” says Régnier. “And with a larger customer base, we needed to make sure our cloud infrastructure could handle spikes in activity.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":35,"endOffset":41},{"label":"Person name","startOffset":218,"endOffset":225},{"label":"Person name","startOffset":230,"endOffset":233}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721947","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"University of Oxford Introduces a Sector-Leading Image Recognition ML Prototype to Augment Digitization in Numismatics","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":0,"endOffset":20}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130779","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331976","human-annotated":"yes","entities":[]}}
{"source":"The University of Oxford houses 21 million objects in the collections of its Gardens, Libraries \u0026 Museums (GLAM)—artifacts and specimens that are among the world’s most significant. One aspect of GLAM’s mission is to preserve these assets and make them accessible to the world for education and research. However, the organization has only enough space to display about 10 percent of its holdings at a time, and there’s an enormous backlog of artifacts still waiting to be cataloged. To tackle that obstacle, GLAM used Amazon Web Services (AWS) to build an enhanced image recognition system that would help accelerate the process of cataloging artifacts.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":4,"endOffset":24},{"label":"AWS service","startOffset":519,"endOffset":544}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896027","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"The Gardens and Museums IT team used Amazon SageMaker, a fully managed service that provides developers and data scientists with the ability to build, train, and deploy machine learning (ML) models quickly. Powered by Amazon Elastic Compute Cloud (Amazon EC2) instances, the models were trained and deployed at low cost to automatically catalog the extensive coin collection of the Ashmolean Museum—which is the United Kingdom’s first public museum and the world’s first university museum. On AWS, the image recognition system identifies and catalogs coins in a fraction of the time it would take human volunteers to complete the same task.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":53},{"label":"AWS service","startOffset":218,"endOffset":259},{"label":"Education","startOffset":382,"endOffset":398}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858189","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Exterior of the Ashmolean Museum.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489296","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.354552","human-annotated":"yes","entities":[]}}
{"source":"I thought this project would be complex and time consuming, but using AWS made it easy.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048510","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Anjanesh Babu","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417494","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Systems Architect and Network Manager, Gardens and Museums IT, University of Oxford\u0027s Gardens, Libraries \u0026 Museums","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332032","human-annotated":"yes","entities":[]}}
{"source":"Updating Infrastructure and Creating an ML-Based Cataloging System on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780039","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"GLAM comprises four museums—the Ashmolean Museum of Art and Archaeology, the Oxford University Museum of Natural History, the Pitt Rivers Museum, and the History of Science Museum—as well as the Bodleian Libraries and the Oxford Botanic Garden \u0026 Harcourt Arboretum. In 2019, GLAM saw 900,000 visitors to its digital collections. Its 21 million objects include live specimens and plants, historical artifacts, and even images of objects that were damaged, lost, or returned to collectors. “For many years, the museums were not overly active at investing in and managing the information technology infrastructure that underpins all our digital services,” says Anjanesh Babu, systems architect and network manager at Gardens and Museums IT. “After years of underinvestment in outdated infrastructure, the University of Oxford brought together a strategic focus on digital transformation through the GLAM Digital program.” As part of this program, the Digital Estate Improvement project was the foundational part to deliver root and branch improvements to the infrastructure to make it fit to meet the digital aspirations laid out in the objectives. In 2017, the project uploaded 60 TB of digital records to Amazon Simple Storage Service (Amazon S3), an object storage service that offers industry-leading scalability, data availability, security, and performance.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":32,"endOffset":48},{"label":"Education","startOffset":95,"endOffset":120},{"label":"Education","startOffset":126,"endOffset":144},{"label":"Education","startOffset":150,"endOffset":179},{"label":"Education","startOffset":195,"endOffset":213},{"label":"School","startOffset":77,"endOffset":94},{"label":"School","startOffset":802,"endOffset":822},{"label":"Person name","startOffset":658,"endOffset":671},{"label":"AWS service","startOffset":1204,"endOffset":1246}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.357366","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"UFE Mongolia Goes Online in 10 Days with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.720377","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560614","human-annotated":"yes","entities":[]}}
{"source":"UFE-Mongolia_Customer-Reference_Image","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489217","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.208028","human-annotated":"yes","entities":[]}}
{"source":"The University had years and years of content. The challenge was how to move it to the new system. Using AWS, it took us only three days.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560200","human-annotated":"yes","entities":[]}}
{"source":"Ankhtuya Dorisuren","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417859","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Vice President, UFE","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":15},{"label":"Company","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251703","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Founded in 1924, the University of Finance and Economics (UFE) is one of the oldest educational institutions in Mongolia.It has over 6,000 students and more than 300 employees and has successfully been running some online courses using on-premises technology since 2015. However, when the COVID-19 pandemic struck, UFE used Amazon Web Services (AWS) to move all teaching online in less than two weeks, enabling students to continue their studies remotely.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":21,"endOffset":62},{"label":"School","startOffset":315,"endOffset":318},{"label":"Education","startOffset":139,"endOffset":147},{"label":"AWS service","startOffset":324,"endOffset":349}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306448","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"On-Premises Infrastructure Not Up to the Job","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130904","human-annotated":"yes","entities":[]}}
{"source":"At the beginning of 2020, UFE was using a local data center with two local servers. But when more than 400 students tried to access it at once, the system was overloaded, resulting in the entire learning management system going offline. The local power supply was unreliable and the server would need to be restarted manually after every power outage. Ankhtuya Dorisuren, UFE vice president, explains: “This made it really difficult for students taking courses who lived in the countryside and needed to access resources and teaching remotely.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":352,"endOffset":371},{"label":"Company","startOffset":372,"endOffset":375},{"label":"Company","startOffset":26,"endOffset":29},{"label":"Job title","startOffset":376,"endOffset":390}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:50:53.756875","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In late January, the government of Mongolia announced a nationwide lockdown with strict quarantine measures. All educational institutions closed within the space of a week and overseas students were recalled home. This presented UFE with a problem: how to continue providing all students with top-quality teaching while complying with the lockdown restrictions. The speed of implementation was critical, as was the need for an accessible and reliable system. UFE decided to transfer its entire online learning management system to AWS cloud-based infrastructure—and did so within just 10-days.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":229,"endOffset":232},{"label":"Company","startOffset":459,"endOffset":462}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.323417","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi.ru Takes Lockdown Schoolchildren Online with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":50,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049145","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896150","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru became a first responder for education, keeping students learning, when COVID-19 hit. The company provides school-age learning services around the world, including Asia, Canada, Latin America, Russia, South Africa, and the USA. Originally designed for use in the classroom and for extracurricular self-education, its services employ an engaging, gamified approach to enhance education.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604716","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"When the pandemic took hold, schools were shut down and the company found itself having to provide remote learning for a much larger student audience. It rapidly introduced new free services for schools, children, and teachers, providing large-scale informational, methodological support for its school communities.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049220","human-annotated":"yes","entities":[]}}
{"source":"The company soon found that its co-located servers were unable to cope with a massive increase in usage, with more than 240,000 users now on the site at once, compared to around 60,000 previously.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799616","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru turned to Amazon Web Services (AWS) for the urgent migration needed to scale and meet the demand—a migration that was achieved successfully and quickly.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":18,"endOffset":43}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.511131","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi-customer-references","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":4}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249551","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091359","human-annotated":"yes","entities":[]}}
{"source":"The migration took three days. It wasn’t business as usual and we were outside our comfort zone, but it turned out to be fast, smooth, and practically flawless in execution.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306633","human-annotated":"yes","entities":[]}}
{"source":"Alexey Vakhov","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.321907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technical Officer, Uchi.ru","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":25,"endOffset":32}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207249","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Turning to the Cloud to Cope with Overnight Demand","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799545","human-annotated":"yes","entities":[]}}
{"source":"As the sector’s largest educational technology provider, Uchi.ru had some 350,000 Russian speakers access its classroom services at least once a day at the beginning of 2020. When the pandemic hit in March 2020, all schools closed with little notice.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130398","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"The Uchi.ru team responded rapidly, introducing new distance-learning tools and services to support students and teachers. They found extremely high demand for distance learning and as a result, Uchi.ru was on the front line of education provision, no longer an adjunct but of primary importance to the whole school-age education system.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":11},{"label":"Company","startOffset":195,"endOffset":202}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780820","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Pomelo Fashion Enhances Shoppers’ Experience, Increases Revenue Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14},{"label":"AWS service","startOffset":70,"endOffset":88}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721020","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416450","human-annotated":"yes","entities":[]}}
{"source":"Pomelo Fashion, a global fashion e-commerce service based in Southeast Asia, had been displaying items on its website in much the same way since it was founded in 2013. The setup had grown stale, not to mention that the algorithm for displaying the items relied on old data streams with limited inputs and spotty accuracy. So as a fast-growing, innovative startup, Pomelo Fashion set out to create personalized customer experiences that would improve the discoverability of new items and increase revenue—and it needed a solution that would do so at scale. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617575","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion turned to Amazon Web Services (AWS) and used Amazon Personalize, which enables developers to build applications with the same machine learning (ML) technology used by Amazon.com for real-time personalized recommendations. By using Amazon Personalize—and the services of AWS Advanced Technology Partners Segment and Braze—to build fresh sorting and categorizing features, Pomelo Fashion created a unique, personalized shopping experience that boosts customer engagement and more efficiently converts it into sales.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14},{"label":"Company","startOffset":386,"endOffset":400},{"label":"AWS service","startOffset":25,"endOffset":50},{"label":"AWS service","startOffset":60,"endOffset":78},{"label":"AWS service","startOffset":246,"endOffset":264}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.712818","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Smiling attractive young african woman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.248325","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604384","human-annotated":"yes","entities":[]}}
{"source":"When you think of e-commerce, you think of AWS. New services are always coming out on AWS, and support is very good.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.722017","human-annotated":"yes","entities":[]}}
{"source":"Shane Leese","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":11}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Business Intelligence Director, Pomelo Fashion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":30},{"label":"Company","startOffset":32,"endOffset":46}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331901","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Updating a Years-Old Algorithm Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560548","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion sells apparel online and in 18 retail locations throughout Southeast Asia. Shipping to nearly two million customers in more than 50 countries, the company currently employs 500 staff members across its corporate offices, retail stores, and warehouses. Its gross revenue tripled from 2017 to 2018, doubled from 2018 to 2019, and is on track to double in 2020 despite the overall global economy being down—in July 2020 alone, the company reported $7.5 million in revenue. For years, Pomelo Fashion relied on an algorithm that ranked products on category pages—such as “Dresses,” “Blouses,” and “Pants \u0026 Bottoms”—based on page views and sales, blending the trends of the past 30 days with lifetime behaviors, product price, and newest releases. The rank was calculated daily and stored in a database, providing an identical experience for every user by country. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.252030","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Neiman Marcus Increases New Application Speed to Market by 50% on AWS, Improves Digital Selling for Associates","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322695","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130849","human-annotated":"yes","entities":[]}}
{"source":"A luxury household name, Neiman Marcus has a reputation for delivering a first-class, personalized customer service experience. To modernize and enhance that experience, the company wanted to develop Connect, an omnichannel digital selling application that would empower associates to view rich, personalized customer information with the goal of making each customer interaction unforgettable. When the COVID-19 pandemic forced many retail stores to close, the company’s sales moved exclusively online. To continue providing the hallmark experience that had always attracted customers, Neiman Marcus needed to launch Connect quickly to enable associates to perform digital selling. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":25,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322310","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Choosing a serverless architecture with mobile development solutions on Amazon Web Services (AWS) enabled the development team to launch the app much faster than in the 4 months it had originally planned. “Using AWS cloud-native and serverless technologies, we increased our speed to market by at least 50 percent and were able to accelerate the launch of Connect,” says Sriram Vaidyanathan, senior director of omni engineering at Neiman Marcus. This approach also greatly reduced app-building costs and provided developers with more agility for the development and rapid deployment of updates. The app elastically scales to support traffic at any volume for greater cost efficiency, and it has increased","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":72,"endOffset":97},{"label":"Person name","startOffset":371,"endOffset":390},{"label":"Job title","startOffset":392,"endOffset":407},{"label":"Company","startOffset":431,"endOffset":444}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.206638","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785924","human-annotated":"yes","entities":[]}}
{"source":"Female sales associate peruses clothing rack. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.490058","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.719819","human-annotated":"yes","entities":[]}}
{"source":"Using AWS Amplify on a serverless architecture cost us 90 percent less than if we had built the app using a more traditional method. This is a huge win for us.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249887","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Hemanth Jayaraman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207582","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Senior Director of Cloud Engineering, Neiman Marcus","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":36},{"label":"Company","startOffset":38,"endOffset":51}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604308","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Empowering Associates to Elevate the Customer Experience","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416511","human-annotated":"yes","entities":[]}}
{"source":"Neiman Marcus is the flagship brand of the Neiman Marcus Group, a luxury retail organization founded in 1907 and generating $2.6 billion in annual revenue from its subsidiaries. Before Neiman Marcus developed Connect, associates were using an assortment of tools and technologies to provide customer service. Each solution provided a","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768784","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"different piece of information an associate needed to generate a sale. Some of these solutions were outdated, and all of them were creating friction. As a result, they were increasing sell times and decreasing associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.277342","human-annotated":"yes","entities":[]}}
{"source":"AWS for Industries","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280074","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"AWS is How: HelloFresh Delivers a Personalized Experience to Millions of Customers Around the World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559447","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"by Ed Jimenez | on 21 MAY 2021 | in Amazon EMR, Amazon Simple Storage Services (S3), Industries, Retail | Permalink |  Comments |  Share","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":3,"endOffset":13},{"label":"AWS service","startOffset":36,"endOffset":47},{"label":"AWS service","startOffset":48,"endOffset":84}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251089","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Mealtimes are important sources of connection, comfort, and self-care. And though we all have different lifestyles and preferences, we tend to crave similar qualities when it comes to food: variety, novelty, nutrition, convenience, and great taste. In essence, great food experiences are personal experiences that offer plenty of choice and flexibility.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604781","human-annotated":"yes","entities":[]}}
{"source":"HelloFreshEnter HelloFresh, the most popular meal kit in the world. HelloFresh provides fresh, healthy, affordable ingredients and easy-to-follow recipes that are delivered straight to your door. The company also operates a lean and innovative supply chain designed to eliminate food waste, reduce carbon emissions, optimize packaging, and favor local ingredient sourcing. With operations in 14 countries, HelloFresh delivered more than 600 million meals to 5.3 million active customers last year, providing organized, preportioned meal kits tailored to serve different household sizes, schedules, and tastes. The HelloFresh approach to meeting diverse needs, creating new menu options, and providing convenient delivery to each home it serves depends on two crucial ingredients: maintaining a deep understanding of its customers and staying agile across every aspect of its business, including product development, production, and distribution.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":11},{"label":"Company","startOffset":16,"endOffset":26},{"label":"Company","startOffset":68,"endOffset":78}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.250807","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"This is why HelloFresh uses Amazon Web Services (AWS). With AWS, HelloFresh gets a reliable, global cloud infrastructure that easily scales to support the company’s growth around the world. With the help of AWS consultation and expertise, HelloFresh has modernized its data capabilities, moving from its legacy database to a data lake where it can centralize storage of both structured and unstructured data. This makes it easier for HelloFresh to bring together information from multiple data sources and use analytics tools to gather insights that it can use to improve its services and create new offerings for customers. Using AWS, HelloFresh maintains a closer connection to changing customer preferences and the flexibility to quickly adapt its meal offerings and delivery services.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22},{"label":"Company","startOffset":65,"endOffset":75},{"label":"Company","startOffset":239,"endOffset":249},{"label":"Company","startOffset":434,"endOffset":444},{"label":"Company","startOffset":636,"endOffset":646},{"label":"AWS service","startOffset":28,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237045","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"HelloFresh runs much of its data management on Amazon Simple Storage Service (Amazon S3), a service that offers industry-leading scalability, data availability, security, and performance. It also uses Amazon Relational Database Service (Amazon RDS) for automating time-consuming administration tasks related to database management, such as hardware provisioning, database setup, patching, and backups. Also important to HelloFresh data management is Amazon EMR, a big data platform that makes it easier to process vast amounts of data using open source tools.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10},{"label":"Company","startOffset":420,"endOffset":430},{"label":"AWS service","startOffset":47,"endOffset":88},{"label":"AWS service","startOffset":201,"endOffset":248},{"label":"AWS service","startOffset":450,"endOffset":460}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.238855","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"See how HelloFresh is using AWS to deliver personalized customer experiences in the new “AWS Is How” campaign. Learn how retail companies can use AWS to build solutions that enhance customer experiences and deliver insights that improve operations.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":8,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237409","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"BigBasket Grows Bigger with 400,000 Daily Orders on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"AWS service","startOffset":52,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249202","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.305036","human-annotated":"yes","entities":[]}}
{"source":"Traffic Spikes Sixfold during Lockdown","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799664","human-annotated":"yes","entities":[]}}
{"source":"The online grocery market in India is competitive and value-driven, with some 20 companies vying for shoppers in a market that’s expected to hit $10.5 billion by 2023. The central government’s development of smart cities includes infrastructure to support the growth of ecommerce, and many large companies are making plays to get in on the action.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:50:20.090363","human-annotated":"yes","entities":[]}}
{"source":"BigBasket, India’s largest online grocery, has been in business since 2011. Customer retention is at the heart of its strategy, as well as a hyper-local approach to inventory. BigBasket is available in 21 cities and runs its infrastructure on the Amazon Web Services (AWS) Cloud. The business had been growing 20–30 percent each year, but when COVID-19 struck and India went into lockdown, BigBasket faced unprecedented demand. Daily traffic was suddenly six times higher than pre–COVID-19 peaks.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":176,"endOffset":185},{"label":"AWS service","startOffset":247,"endOffset":278}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785848","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Big Basket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417064","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332699","human-annotated":"yes","entities":[]}}
{"source":"With AWS, we have all the pieces of the puzzle to smoothly run a large ecommerce architecture.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713782","human-annotated":"yes","entities":[]}}
{"source":"Rakshit Daga","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":12}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559800","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technology Officer, BigBasket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":26,"endOffset":35}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.823761","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":" ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306580","human-annotated":"yes","entities":[]}}
{"source":"Microservices and Containers Boost Efficiency","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780106","human-annotated":"yes","entities":[]}}
{"source":"BigBasket subscribes to AWS Enterprise Support and immediately consulted with the AWS team for advice on scaling its architecture efficiently. “AWS Enterprise Support has been our go-to destination for all queries when we’re building something new or maintaining and enhancing existing functions,” says Rakshit Daga, chief technology officer at BigBasket. “Given the breadth of AWS solutions we use, we have questions on all kinds of topics, and Enterprise Support connects us to the right person quickly.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":345,"endOffset":354},{"label":"AWS service","startOffset":24,"endOffset":46},{"label":"Person name","startOffset":303,"endOffset":315},{"label":"Job title","startOffset":317,"endOffset":341}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768432","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The company had already begun shifting to asynchronous work queues in 2018, isolating workloads into containers and breaking up its monolithic architecture. However, the onset of the 2020 lockdown shifted this process into high gear. By mid-2020, the company was fully containerized with 60 microservices running on Kubernetes.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896096","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat Boosts Efficiency and Productivity by 40% on Amazon Lightsail","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":54,"endOffset":70},{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280786","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093274","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat, a meat boutique founded in Uruguay and with US operations in Miami, Florida, was using Microsoft Excel spreadsheets to manage isolated inventories manually, but this time-consuming process was hampering its growth. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560132","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Looking to modernize its data solution, Gourmeat turned to Amazon Web Services (AWS) and AWS Select Consulting Partner Nub8. Within weeks, the company had a new inventory management system hosted on Amazon Lightsail, a simple-to-use virtual private server that offers everything needed to build a web application. Gourmeat’s integrated cloud-based inventory application reduces time spent on inventory management, maintains reliable and secure data, and enables key decision makers in the company to have simultaneous data access.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":48},{"label":"Company","startOffset":119,"endOffset":124},{"label":"Company","startOffset":314,"endOffset":323},{"label":"AWS service","startOffset":59,"endOffset":84},{"label":"AWS service","startOffset":199,"endOffset":216}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.512598","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Gourmeat storefront","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.895399","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416358","human-annotated":"yes","entities":[]}}
{"source":"Once we started using the solution built on Amazon Lightsail, inventory management and report creation went from approximately 4 hours a week to less than 20 minutes.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":44,"endOffset":61}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605738","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Lucia Albanell","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.784897","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"CEO and cofounder, Gourmeat","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":18},{"label":"Company","startOffset":19,"endOffset":27}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605341","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Moving to Integrated Inventory Management","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306526","human-annotated":"yes","entities":[]}}
{"source":"Founded in 2013, Gourmeat sells hormone- and antibiotic-free meat online and in stores in Uruguay and Miami. Before turning to AWS and Nub8, Gourmeat managed inventory through manual reports from its vendors. “The old system used isolated applications, and it didn’t enable simultaneous access for decision makers across the company,” says Lucia Albanell, CEO and cofounder of Gourmeat. “This resulted in inefficiencies and low confidence in data quality.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":135,"endOffset":139},{"label":"Company","startOffset":141,"endOffset":149},{"label":"Company","startOffset":377,"endOffset":385},{"label":"Person name","startOffset":340,"endOffset":354},{"label":"Job title","startOffset":356,"endOffset":359},{"label":"Job title","startOffset":364,"endOffset":373}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091265","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Pearson Boosts Security and Productivity Using Amazon Elasticsearch Service","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":47,"endOffset":75}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332629","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605408","human-annotated":"yes","entities":[]}}
{"source":"Global educational media company Pearson needed a more efficient way to analyze and gain insights from its log data. With a number of teams in various locations using Elasticsearch—the popular open-source tool for search and log analytics—Pearson found that keeping track of log data and managing updates led to high operating costs. Faced with this, as well as increasingly complex security log management and analysis, the company found a solution on Amazon Web Services (AWS). Pearson quickly saw improvements by migrating from its self-managed open-source Elasticsearch architecture to Amazon Elasticsearch Service, a fully managed service that makes it easy to deploy, secure, and run Elasticsearch cost effectively at scale. Rather than spending considerable time and resources on managing the Elasticsearch clusters on its own, Pearson used the managed Amazon Elasticsearch Service as part of its initiative to modernize its products. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":33,"endOffset":40},{"label":"Company","startOffset":239,"endOffset":246},{"label":"Company","startOffset":480,"endOffset":487},{"label":"Company","startOffset":835,"endOffset":842},{"label":"AWS service","startOffset":167,"endOffset":180},{"label":"AWS service","startOffset":453,"endOffset":479},{"label":"AWS service","startOffset":590,"endOffset":610},{"label":"AWS service","startOffset":860,"endOffset":888}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:47:21.422411","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Shot of two young women using a laptop together in a college library","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":53,"endOffset":68}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.779644","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.850307","human-annotated":"yes","entities":[]}}
{"source":"As we migrate to Amazon Elasticsearch Service, we can start to focus on what’s necessary from a security perspective. We can bring in different skill sets and focus on what’s more important to the company rather than just maintaining standard hardware or infrastructure.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":17,"endOffset":45}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559063","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Muthu Meyyappan","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048123","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"VP of Security Engineering and Product Security Officer, Pearson","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":26},{"label":"Job title","startOffset":31,"endOffset":56},{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:22:09.454285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Meeting the Needs of the Modern World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489354","human-annotated":"yes","entities":[]}}
{"source":"As one of the largest and oldest educational companies in the world, Pearson operates in 70 different countries. The company provides a wide variety of educational content and assessments and other services, which are often specialized for different target audiences. As the company moved toward digitization in the cloud, it began to use AWS services. At first, Pearson used Amazon Elastic Compute Cloud (Amazon EC2)—a web service that provides secure, resizable compute capacity in the cloud—to power its self-managed open-source Elasticsearch. But the company found that a self-managed approach posed several challenges. “One of the major issues we had was with the security portion of the fine-grained access control—we weren’t able to work through that,” says Muthu Meyyappan, vice president of security engineering and product security officer for Pearson. “Another challenge was maintaining the upgrades and the usual service management below the line, which consumed the effort of a full-time engineer to maintain the platform.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":765,"endOffset":780},{"label":"Person name","startOffset":782,"endOffset":796},{"label":"Company","startOffset":854,"endOffset":861},{"label":"Company","startOffset":363,"endOffset":370},{"label":"Job title","startOffset":825,"endOffset":849},{"label":"AWS service","startOffset":376,"endOffset":417}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093195","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In order to iron out its access control to log data and reduce the amount of time spent on updates, Pearson turned to Amazon Elasticsearch Service. “When we were updating the open-source Elasticsearch, it took time to make sure we didn’t miss any data,” says Meyyappan. “We were looking to have someone else take that accountability. If there is data lost, for example, Amazon Elasticsearch Service enables us to go back 14 days and get the index back. Features like that encouraged us to migrate to the managed service.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":100,"endOffset":107},{"label":"AWS service","startOffset":118,"endOffset":147},{"label":"AWS service","startOffset":370,"endOffset":398},{"label":"Person name","startOffset":259,"endOffset":268}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.824989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"TestWe Turns to AWS to Drive Global Expansion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":6},{"label":"AWS service","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617652","human-annotated":"yes","entities":[]}}
{"source":"In 2014, colleagues Clément Régnier and Charles Zhu came across a study that indicated 95 percent of European students owned laptops. However, educational institutions continued to rely on paper-based exams. That’s when Régnier and Zhu decided to launch TestWe, a platform for administering in-class and remote computer-based assessments.  “Students were using their devices for taking notes, research, and sending emails,” says Régnier. “It only made sense for them to use their laptops to take exams as well.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":20,"endOffset":35},{"label":"Person name","startOffset":40,"endOffset":51},{"label":"Person name","startOffset":429,"endOffset":436},{"label":"Person name","startOffset":232,"endOffset":235},{"label":"Person name","startOffset":220,"endOffset":227},{"label":"Company","startOffset":254,"endOffset":260}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.852322","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The TestWe solution gives students the ability to take exams securely, in the classroom or at home. Educational institutions can administer digital exams while eliminating the possibility of students getting help from online resources or other people since the tests are taken offline and recorded by a camera. The TestWe exam process runs in the cloud and can be fully integrated into a school’s learning management system. Additionally, the tests can run directly on any type of student devices.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":10},{"label":"Company","startOffset":315,"endOffset":321}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858864","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Today, TestWe is available in seven different languages and used in countries throughout Western Europe as well as in North and South America. Every year, TestWe helps teachers create millions of test questions.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":7,"endOffset":13},{"label":"Company","startOffset":155,"endOffset":161}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713699","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Student studies outside","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207974","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822867","human-annotated":"yes","entities":[]}}
{"source":"Using AWS services enhances our credibility. Partners and customers know our tests will run reliably and scale easily.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.786257","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Clément Régnier","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.800211","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Cofounder and Chief Commercial Officer, TestWe","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":46},{"label":"Job title","startOffset":0,"endOffset":9},{"label":"Job title","startOffset":14,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.857285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Global Expansion Requires Greater Firepower in the Cloud","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822938","human-annotated":"yes","entities":[]}}
{"source":"In the early years of the company, TestWe relied on a regional cloud-platform provider to host its applications. The company then began to expand to markets throughout Western Europe and into Canada and South America. Régnier and Zhu soon realized they needed to migrate their testing applications to a provider with global capabilities—one that could deliver applications from local regional data centers.  “We wanted to ensure students, teachers, and administrators continued to experience fast performance when interacting with the tests, no matter where they are located,” says Régnier. “And with a larger customer base, we needed to make sure our cloud infrastructure could handle spikes in activity.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":35,"endOffset":41},{"label":"Person name","startOffset":218,"endOffset":225},{"label":"Person name","startOffset":230,"endOffset":233}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721947","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"University of Oxford Introduces a Sector-Leading Image Recognition ML Prototype to Augment Digitization in Numismatics","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":0,"endOffset":20}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130779","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331976","human-annotated":"yes","entities":[]}}
{"source":"The University of Oxford houses 21 million objects in the collections of its Gardens, Libraries \u0026 Museums (GLAM)—artifacts and specimens that are among the world’s most significant. One aspect of GLAM’s mission is to preserve these assets and make them accessible to the world for education and research. However, the organization has only enough space to display about 10 percent of its holdings at a time, and there’s an enormous backlog of artifacts still waiting to be cataloged. To tackle that obstacle, GLAM used Amazon Web Services (AWS) to build an enhanced image recognition system that would help accelerate the process of cataloging artifacts.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":4,"endOffset":24},{"label":"AWS service","startOffset":519,"endOffset":544}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896027","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"The Gardens and Museums IT team used Amazon SageMaker, a fully managed service that provides developers and data scientists with the ability to build, train, and deploy machine learning (ML) models quickly. Powered by Amazon Elastic Compute Cloud (Amazon EC2) instances, the models were trained and deployed at low cost to automatically catalog the extensive coin collection of the Ashmolean Museum—which is the United Kingdom’s first public museum and the world’s first university museum. On AWS, the image recognition system identifies and catalogs coins in a fraction of the time it would take human volunteers to complete the same task.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":53},{"label":"AWS service","startOffset":218,"endOffset":259},{"label":"Education","startOffset":382,"endOffset":398}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858189","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Exterior of the Ashmolean Museum.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489296","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.354552","human-annotated":"yes","entities":[]}}
{"source":"I thought this project would be complex and time consuming, but using AWS made it easy.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048510","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Anjanesh Babu","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417494","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Systems Architect and Network Manager, Gardens and Museums IT, University of Oxford\u0027s Gardens, Libraries \u0026 Museums","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332032","human-annotated":"yes","entities":[]}}
{"source":"Updating Infrastructure and Creating an ML-Based Cataloging System on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780039","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"GLAM comprises four museums—the Ashmolean Museum of Art and Archaeology, the Oxford University Museum of Natural History, the Pitt Rivers Museum, and the History of Science Museum—as well as the Bodleian Libraries and the Oxford Botanic Garden \u0026 Harcourt Arboretum. In 2019, GLAM saw 900,000 visitors to its digital collections. Its 21 million objects include live specimens and plants, historical artifacts, and even images of objects that were damaged, lost, or returned to collectors. “For many years, the museums were not overly active at investing in and managing the information technology infrastructure that underpins all our digital services,” says Anjanesh Babu, systems architect and network manager at Gardens and Museums IT. “After years of underinvestment in outdated infrastructure, the University of Oxford brought together a strategic focus on digital transformation through the GLAM Digital program.” As part of this program, the Digital Estate Improvement project was the foundational part to deliver root and branch improvements to the infrastructure to make it fit to meet the digital aspirations laid out in the objectives. In 2017, the project uploaded 60 TB of digital records to Amazon Simple Storage Service (Amazon S3), an object storage service that offers industry-leading scalability, data availability, security, and performance.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":32,"endOffset":48},{"label":"Education","startOffset":95,"endOffset":120},{"label":"Education","startOffset":126,"endOffset":144},{"label":"Education","startOffset":150,"endOffset":179},{"label":"Education","startOffset":195,"endOffset":213},{"label":"School","startOffset":77,"endOffset":94},{"label":"School","startOffset":802,"endOffset":822},{"label":"Person name","startOffset":658,"endOffset":671},{"label":"AWS service","startOffset":1204,"endOffset":1246}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.357366","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"UFE Mongolia Goes Online in 10 Days with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.720377","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560614","human-annotated":"yes","entities":[]}}
{"source":"UFE-Mongolia_Customer-Reference_Image","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489217","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.208028","human-annotated":"yes","entities":[]}}
{"source":"The University had years and years of content. The challenge was how to move it to the new system. Using AWS, it took us only three days.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560200","human-annotated":"yes","entities":[]}}
{"source":"Ankhtuya Dorisuren","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417859","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Vice President, UFE","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":15},{"label":"Company","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251703","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Founded in 1924, the University of Finance and Economics (UFE) is one of the oldest educational institutions in Mongolia.It has over 6,000 students and more than 300 employees and has successfully been running some online courses using on-premises technology since 2015. However, when the COVID-19 pandemic struck, UFE used Amazon Web Services (AWS) to move all teaching online in less than two weeks, enabling students to continue their studies remotely.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":21,"endOffset":62},{"label":"School","startOffset":315,"endOffset":318},{"label":"Education","startOffset":139,"endOffset":147},{"label":"AWS service","startOffset":324,"endOffset":349}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306448","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"On-Premises Infrastructure Not Up to the Job","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130904","human-annotated":"yes","entities":[]}}
{"source":"At the beginning of 2020, UFE was using a local data center with two local servers. But when more than 400 students tried to access it at once, the system was overloaded, resulting in the entire learning management system going offline. The local power supply was unreliable and the server would need to be restarted manually after every power outage. Ankhtuya Dorisuren, UFE vice president, explains: “This made it really difficult for students taking courses who lived in the countryside and needed to access resources and teaching remotely.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":352,"endOffset":371},{"label":"Company","startOffset":372,"endOffset":375},{"label":"Company","startOffset":26,"endOffset":29},{"label":"Job title","startOffset":376,"endOffset":390}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:50:53.756875","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In late January, the government of Mongolia announced a nationwide lockdown with strict quarantine measures. All educational institutions closed within the space of a week and overseas students were recalled home. This presented UFE with a problem: how to continue providing all students with top-quality teaching while complying with the lockdown restrictions. The speed of implementation was critical, as was the need for an accessible and reliable system. UFE decided to transfer its entire online learning management system to AWS cloud-based infrastructure—and did so within just 10-days.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":229,"endOffset":232},{"label":"Company","startOffset":459,"endOffset":462}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.323417","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi.ru Takes Lockdown Schoolchildren Online with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":50,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049145","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896150","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru became a first responder for education, keeping students learning, when COVID-19 hit. The company provides school-age learning services around the world, including Asia, Canada, Latin America, Russia, South Africa, and the USA. Originally designed for use in the classroom and for extracurricular self-education, its services employ an engaging, gamified approach to enhance education.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604716","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"When the pandemic took hold, schools were shut down and the company found itself having to provide remote learning for a much larger student audience. It rapidly introduced new free services for schools, children, and teachers, providing large-scale informational, methodological support for its school communities.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049220","human-annotated":"yes","entities":[]}}
{"source":"The company soon found that its co-located servers were unable to cope with a massive increase in usage, with more than 240,000 users now on the site at once, compared to around 60,000 previously.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799616","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru turned to Amazon Web Services (AWS) for the urgent migration needed to scale and meet the demand—a migration that was achieved successfully and quickly.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":18,"endOffset":43}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.511131","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi-customer-references","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":4}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249551","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091359","human-annotated":"yes","entities":[]}}
{"source":"The migration took three days. It wasn’t business as usual and we were outside our comfort zone, but it turned out to be fast, smooth, and practically flawless in execution.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306633","human-annotated":"yes","entities":[]}}
{"source":"Alexey Vakhov","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.321907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technical Officer, Uchi.ru","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":25,"endOffset":32}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207249","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Turning to the Cloud to Cope with Overnight Demand","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799545","human-annotated":"yes","entities":[]}}
{"source":"As the sector’s largest educational technology provider, Uchi.ru had some 350,000 Russian speakers access its classroom services at least once a day at the beginning of 2020. When the pandemic hit in March 2020, all schools closed with little notice.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130398","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"The Uchi.ru team responded rapidly, introducing new distance-learning tools and services to support students and teachers. They found extremely high demand for distance learning and as a result, Uchi.ru was on the front line of education provision, no longer an adjunct but of primary importance to the whole school-age education system.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":11},{"label":"Company","startOffset":195,"endOffset":202}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780820","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Pomelo Fashion Enhances Shoppers’ Experience, Increases Revenue Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14},{"label":"AWS service","startOffset":70,"endOffset":88}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721020","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416450","human-annotated":"yes","entities":[]}}
{"source":"Pomelo Fashion, a global fashion e-commerce service based in Southeast Asia, had been displaying items on its website in much the same way since it was founded in 2013. The setup had grown stale, not to mention that the algorithm for displaying the items relied on old data streams with limited inputs and spotty accuracy. So as a fast-growing, innovative startup, Pomelo Fashion set out to create personalized customer experiences that would improve the discoverability of new items and increase revenue—and it needed a solution that would do so at scale. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617575","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion turned to Amazon Web Services (AWS) and used Amazon Personalize, which enables developers to build applications with the same machine learning (ML) technology used by Amazon.com for real-time personalized recommendations. By using Amazon Personalize—and the services of AWS Advanced Technology Partners Segment and Braze—to build fresh sorting and categorizing features, Pomelo Fashion created a unique, personalized shopping experience that boosts customer engagement and more efficiently converts it into sales.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14},{"label":"Company","startOffset":386,"endOffset":400},{"label":"AWS service","startOffset":25,"endOffset":50},{"label":"AWS service","startOffset":60,"endOffset":78},{"label":"AWS service","startOffset":246,"endOffset":264}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.712818","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Smiling attractive young african woman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.248325","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604384","human-annotated":"yes","entities":[]}}
{"source":"When you think of e-commerce, you think of AWS. New services are always coming out on AWS, and support is very good.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.722017","human-annotated":"yes","entities":[]}}
{"source":"Shane Leese","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":11}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Business Intelligence Director, Pomelo Fashion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":30},{"label":"Company","startOffset":32,"endOffset":46}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331901","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Updating a Years-Old Algorithm Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560548","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion sells apparel online and in 18 retail locations throughout Southeast Asia. Shipping to nearly two million customers in more than 50 countries, the company currently employs 500 staff members across its corporate offices, retail stores, and warehouses. Its gross revenue tripled from 2017 to 2018, doubled from 2018 to 2019, and is on track to double in 2020 despite the overall global economy being down—in July 2020 alone, the company reported $7.5 million in revenue. For years, Pomelo Fashion relied on an algorithm that ranked products on category pages—such as “Dresses,” “Blouses,” and “Pants \u0026 Bottoms”—based on page views and sales, blending the trends of the past 30 days with lifetime behaviors, product price, and newest releases. The rank was calculated daily and stored in a database, providing an identical experience for every user by country. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.252030","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Neiman Marcus Increases New Application Speed to Market by 50% on AWS, Improves Digital Selling for Associates","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322695","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130849","human-annotated":"yes","entities":[]}}
{"source":"A luxury household name, Neiman Marcus has a reputation for delivering a first-class, personalized customer service experience. To modernize and enhance that experience, the company wanted to develop Connect, an omnichannel digital selling application that would empower associates to view rich, personalized customer information with the goal of making each customer interaction unforgettable. When the COVID-19 pandemic forced many retail stores to close, the company’s sales moved exclusively online. To continue providing the hallmark experience that had always attracted customers, Neiman Marcus needed to launch Connect quickly to enable associates to perform digital selling. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":25,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322310","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Choosing a serverless architecture with mobile development solutions on Amazon Web Services (AWS) enabled the development team to launch the app much faster than in the 4 months it had originally planned. “Using AWS cloud-native and serverless technologies, we increased our speed to market by at least 50 percent and were able to accelerate the launch of Connect,” says Sriram Vaidyanathan, senior director of omni engineering at Neiman Marcus. This approach also greatly reduced app-building costs and provided developers with more agility for the development and rapid deployment of updates. The app elastically scales to support traffic at any volume for greater cost efficiency, and it has increased","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":72,"endOffset":97},{"label":"Person name","startOffset":371,"endOffset":390},{"label":"Job title","startOffset":392,"endOffset":407},{"label":"Company","startOffset":431,"endOffset":444}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.206638","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785924","human-annotated":"yes","entities":[]}}
{"source":"Female sales associate peruses clothing rack. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.490058","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.719819","human-annotated":"yes","entities":[]}}
{"source":"Using AWS Amplify on a serverless architecture cost us 90 percent less than if we had built the app using a more traditional method. This is a huge win for us.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249887","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Hemanth Jayaraman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207582","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Senior Director of Cloud Engineering, Neiman Marcus","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":36},{"label":"Company","startOffset":38,"endOffset":51}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604308","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Empowering Associates to Elevate the Customer Experience","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416511","human-annotated":"yes","entities":[]}}
{"source":"Neiman Marcus is the flagship brand of the Neiman Marcus Group, a luxury retail organization founded in 1907 and generating $2.6 billion in annual revenue from its subsidiaries. Before Neiman Marcus developed Connect, associates were using an assortment of tools and technologies to provide customer service. Each solution provided a","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768784","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"different piece of information an associate needed to generate a sale. Some of these solutions were outdated, and all of them were creating friction. As a result, they were increasing sell times and decreasing associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.277342","human-annotated":"yes","entities":[]}}
{"source":"AWS for Industries","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280074","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"AWS is How: HelloFresh Delivers a Personalized Experience to Millions of Customers Around the World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559447","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"by Ed Jimenez | on 21 MAY 2021 | in Amazon EMR, Amazon Simple Storage Services (S3), Industries, Retail | Permalink |  Comments |  Share","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":3,"endOffset":13},{"label":"AWS service","startOffset":36,"endOffset":47},{"label":"AWS service","startOffset":48,"endOffset":84}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251089","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Mealtimes are important sources of connection, comfort, and self-care. And though we all have different lifestyles and preferences, we tend to crave similar qualities when it comes to food: variety, novelty, nutrition, convenience, and great taste. In essence, great food experiences are personal experiences that offer plenty of choice and flexibility.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604781","human-annotated":"yes","entities":[]}}
{"source":"HelloFreshEnter HelloFresh, the most popular meal kit in the world. HelloFresh provides fresh, healthy, affordable ingredients and easy-to-follow recipes that are delivered straight to your door. The company also operates a lean and innovative supply chain designed to eliminate food waste, reduce carbon emissions, optimize packaging, and favor local ingredient sourcing. With operations in 14 countries, HelloFresh delivered more than 600 million meals to 5.3 million active customers last year, providing organized, preportioned meal kits tailored to serve different household sizes, schedules, and tastes. The HelloFresh approach to meeting diverse needs, creating new menu options, and providing convenient delivery to each home it serves depends on two crucial ingredients: maintaining a deep understanding of its customers and staying agile across every aspect of its business, including product development, production, and distribution.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":11},{"label":"Company","startOffset":16,"endOffset":26},{"label":"Company","startOffset":68,"endOffset":78}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.250807","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"This is why HelloFresh uses Amazon Web Services (AWS). With AWS, HelloFresh gets a reliable, global cloud infrastructure that easily scales to support the company’s growth around the world. With the help of AWS consultation and expertise, HelloFresh has modernized its data capabilities, moving from its legacy database to a data lake where it can centralize storage of both structured and unstructured data. This makes it easier for HelloFresh to bring together information from multiple data sources and use analytics tools to gather insights that it can use to improve its services and create new offerings for customers. Using AWS, HelloFresh maintains a closer connection to changing customer preferences and the flexibility to quickly adapt its meal offerings and delivery services.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22},{"label":"Company","startOffset":65,"endOffset":75},{"label":"Company","startOffset":239,"endOffset":249},{"label":"Company","startOffset":434,"endOffset":444},{"label":"Company","startOffset":636,"endOffset":646},{"label":"AWS service","startOffset":28,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237045","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"HelloFresh runs much of its data management on Amazon Simple Storage Service (Amazon S3), a service that offers industry-leading scalability, data availability, security, and performance. It also uses Amazon Relational Database Service (Amazon RDS) for automating time-consuming administration tasks related to database management, such as hardware provisioning, database setup, patching, and backups. Also important to HelloFresh data management is Amazon EMR, a big data platform that makes it easier to process vast amounts of data using open source tools.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10},{"label":"Company","startOffset":420,"endOffset":430},{"label":"AWS service","startOffset":47,"endOffset":88},{"label":"AWS service","startOffset":201,"endOffset":248},{"label":"AWS service","startOffset":450,"endOffset":460}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.238855","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"See how HelloFresh is using AWS to deliver personalized customer experiences in the new “AWS Is How” campaign. Learn how retail companies can use AWS to build solutions that enhance customer experiences and deliver insights that improve operations.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":8,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237409","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"BigBasket Grows Bigger with 400,000 Daily Orders on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"AWS service","startOffset":52,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249202","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.305036","human-annotated":"yes","entities":[]}}
{"source":"Traffic Spikes Sixfold during Lockdown","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799664","human-annotated":"yes","entities":[]}}
{"source":"The online grocery market in India is competitive and value-driven, with some 20 companies vying for shoppers in a market that’s expected to hit $10.5 billion by 2023. The central government’s development of smart cities includes infrastructure to support the growth of ecommerce, and many large companies are making plays to get in on the action.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:50:20.090363","human-annotated":"yes","entities":[]}}
{"source":"BigBasket, India’s largest online grocery, has been in business since 2011. Customer retention is at the heart of its strategy, as well as a hyper-local approach to inventory. BigBasket is available in 21 cities and runs its infrastructure on the Amazon Web Services (AWS) Cloud. The business had been growing 20–30 percent each year, but when COVID-19 struck and India went into lockdown, BigBasket faced unprecedented demand. Daily traffic was suddenly six times higher than pre–COVID-19 peaks.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":176,"endOffset":185},{"label":"AWS service","startOffset":247,"endOffset":278}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785848","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Big Basket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417064","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332699","human-annotated":"yes","entities":[]}}
{"source":"With AWS, we have all the pieces of the puzzle to smoothly run a large ecommerce architecture.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713782","human-annotated":"yes","entities":[]}}
{"source":"Rakshit Daga","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":12}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559800","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technology Officer, BigBasket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":26,"endOffset":35}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.823761","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":" ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306580","human-annotated":"yes","entities":[]}}
{"source":"Microservices and Containers Boost Efficiency","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780106","human-annotated":"yes","entities":[]}}
{"source":"BigBasket subscribes to AWS Enterprise Support and immediately consulted with the AWS team for advice on scaling its architecture efficiently. “AWS Enterprise Support has been our go-to destination for all queries when we’re building something new or maintaining and enhancing existing functions,” says Rakshit Daga, chief technology officer at BigBasket. “Given the breadth of AWS solutions we use, we have questions on all kinds of topics, and Enterprise Support connects us to the right person quickly.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":345,"endOffset":354},{"label":"AWS service","startOffset":24,"endOffset":46},{"label":"Person name","startOffset":303,"endOffset":315},{"label":"Job title","startOffset":317,"endOffset":341}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768432","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The company had already begun shifting to asynchronous work queues in 2018, isolating workloads into containers and breaking up its monolithic architecture. However, the onset of the 2020 lockdown shifted this process into high gear. By mid-2020, the company was fully containerized with 60 microservices running on Kubernetes.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896096","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat Boosts Efficiency and Productivity by 40% on Amazon Lightsail","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":54,"endOffset":70},{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280786","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093274","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat, a meat boutique founded in Uruguay and with US operations in Miami, Florida, was using Microsoft Excel spreadsheets to manage isolated inventories manually, but this time-consuming process was hampering its growth. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560132","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Looking to modernize its data solution, Gourmeat turned to Amazon Web Services (AWS) and AWS Select Consulting Partner Nub8. Within weeks, the company had a new inventory management system hosted on Amazon Lightsail, a simple-to-use virtual private server that offers everything needed to build a web application. Gourmeat’s integrated cloud-based inventory application reduces time spent on inventory management, maintains reliable and secure data, and enables key decision makers in the company to have simultaneous data access.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":48},{"label":"Company","startOffset":119,"endOffset":124},{"label":"Company","startOffset":314,"endOffset":323},{"label":"AWS service","startOffset":59,"endOffset":84},{"label":"AWS service","startOffset":199,"endOffset":216}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.512598","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Gourmeat storefront","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.895399","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416358","human-annotated":"yes","entities":[]}}
{"source":"Once we started using the solution built on Amazon Lightsail, inventory management and report creation went from approximately 4 hours a week to less than 20 minutes.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":44,"endOffset":61}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605738","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Lucia Albanell","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.784897","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"CEO and cofounder, Gourmeat","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":18},{"label":"Company","startOffset":19,"endOffset":27}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605341","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Moving to Integrated Inventory Management","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306526","human-annotated":"yes","entities":[]}}
{"source":"Founded in 2013, Gourmeat sells hormone- and antibiotic-free meat online and in stores in Uruguay and Miami. Before turning to AWS and Nub8, Gourmeat managed inventory through manual reports from its vendors. “The old system used isolated applications, and it didn’t enable simultaneous access for decision makers across the company,” says Lucia Albanell, CEO and cofounder of Gourmeat. “This resulted in inefficiencies and low confidence in data quality.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":135,"endOffset":139},{"label":"Company","startOffset":141,"endOffset":149},{"label":"Company","startOffset":377,"endOffset":385},{"label":"Person name","startOffset":340,"endOffset":354},{"label":"Job title","startOffset":356,"endOffset":359},{"label":"Job title","startOffset":364,"endOffset":373}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091265","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Pearson Boosts Security and Productivity Using Amazon Elasticsearch Service","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":47,"endOffset":75}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332629","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605408","human-annotated":"yes","entities":[]}}
{"source":"Global educational media company Pearson needed a more efficient way to analyze and gain insights from its log data. With a number of teams in various locations using Elasticsearch—the popular open-source tool for search and log analytics—Pearson found that keeping track of log data and managing updates led to high operating costs. Faced with this, as well as increasingly complex security log management and analysis, the company found a solution on Amazon Web Services (AWS). Pearson quickly saw improvements by migrating from its self-managed open-source Elasticsearch architecture to Amazon Elasticsearch Service, a fully managed service that makes it easy to deploy, secure, and run Elasticsearch cost effectively at scale. Rather than spending considerable time and resources on managing the Elasticsearch clusters on its own, Pearson used the managed Amazon Elasticsearch Service as part of its initiative to modernize its products. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":33,"endOffset":40},{"label":"Company","startOffset":239,"endOffset":246},{"label":"Company","startOffset":480,"endOffset":487},{"label":"Company","startOffset":835,"endOffset":842},{"label":"AWS service","startOffset":167,"endOffset":180},{"label":"AWS service","startOffset":453,"endOffset":479},{"label":"AWS service","startOffset":590,"endOffset":610},{"label":"AWS service","startOffset":860,"endOffset":888}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:47:21.422411","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Shot of two young women using a laptop together in a college library","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":53,"endOffset":68}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.779644","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.850307","human-annotated":"yes","entities":[]}}
{"source":"As we migrate to Amazon Elasticsearch Service, we can start to focus on what’s necessary from a security perspective. We can bring in different skill sets and focus on what’s more important to the company rather than just maintaining standard hardware or infrastructure.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":17,"endOffset":45}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559063","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Muthu Meyyappan","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048123","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"VP of Security Engineering and Product Security Officer, Pearson","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":26},{"label":"Job title","startOffset":31,"endOffset":56},{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:22:09.454285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Meeting the Needs of the Modern World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489354","human-annotated":"yes","entities":[]}}
{"source":"As one of the largest and oldest educational companies in the world, Pearson operates in 70 different countries. The company provides a wide variety of educational content and assessments and other services, which are often specialized for different target audiences. As the company moved toward digitization in the cloud, it began to use AWS services. At first, Pearson used Amazon Elastic Compute Cloud (Amazon EC2)—a web service that provides secure, resizable compute capacity in the cloud—to power its self-managed open-source Elasticsearch. But the company found that a self-managed approach posed several challenges. “One of the major issues we had was with the security portion of the fine-grained access control—we weren’t able to work through that,” says Muthu Meyyappan, vice president of security engineering and product security officer for Pearson. “Another challenge was maintaining the upgrades and the usual service management below the line, which consumed the effort of a full-time engineer to maintain the platform.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":765,"endOffset":780},{"label":"Person name","startOffset":782,"endOffset":796},{"label":"Company","startOffset":854,"endOffset":861},{"label":"Company","startOffset":363,"endOffset":370},{"label":"Job title","startOffset":825,"endOffset":849},{"label":"AWS service","startOffset":376,"endOffset":417}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093195","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In order to iron out its access control to log data and reduce the amount of time spent on updates, Pearson turned to Amazon Elasticsearch Service. “When we were updating the open-source Elasticsearch, it took time to make sure we didn’t miss any data,” says Meyyappan. “We were looking to have someone else take that accountability. If there is data lost, for example, Amazon Elasticsearch Service enables us to go back 14 days and get the index back. Features like that encouraged us to migrate to the managed service.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":100,"endOffset":107},{"label":"AWS service","startOffset":118,"endOffset":147},{"label":"AWS service","startOffset":370,"endOffset":398},{"label":"Person name","startOffset":259,"endOffset":268}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.824989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"TestWe Turns to AWS to Drive Global Expansion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":6},{"label":"AWS service","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617652","human-annotated":"yes","entities":[]}}
{"source":"In 2014, colleagues Clément Régnier and Charles Zhu came across a study that indicated 95 percent of European students owned laptops. However, educational institutions continued to rely on paper-based exams. That’s when Régnier and Zhu decided to launch TestWe, a platform for administering in-class and remote computer-based assessments.  “Students were using their devices for taking notes, research, and sending emails,” says Régnier. “It only made sense for them to use their laptops to take exams as well.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":20,"endOffset":35},{"label":"Person name","startOffset":40,"endOffset":51},{"label":"Person name","startOffset":429,"endOffset":436},{"label":"Person name","startOffset":232,"endOffset":235},{"label":"Person name","startOffset":220,"endOffset":227},{"label":"Company","startOffset":254,"endOffset":260}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.852322","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The TestWe solution gives students the ability to take exams securely, in the classroom or at home. Educational institutions can administer digital exams while eliminating the possibility of students getting help from online resources or other people since the tests are taken offline and recorded by a camera. The TestWe exam process runs in the cloud and can be fully integrated into a school’s learning management system. Additionally, the tests can run directly on any type of student devices.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":10},{"label":"Company","startOffset":315,"endOffset":321}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858864","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Today, TestWe is available in seven different languages and used in countries throughout Western Europe as well as in North and South America. Every year, TestWe helps teachers create millions of test questions.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":7,"endOffset":13},{"label":"Company","startOffset":155,"endOffset":161}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713699","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Student studies outside","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207974","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822867","human-annotated":"yes","entities":[]}}
{"source":"Using AWS services enhances our credibility. Partners and customers know our tests will run reliably and scale easily.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.786257","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Clément Régnier","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.800211","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Cofounder and Chief Commercial Officer, TestWe","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":46},{"label":"Job title","startOffset":0,"endOffset":9},{"label":"Job title","startOffset":14,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.857285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Global Expansion Requires Greater Firepower in the Cloud","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822938","human-annotated":"yes","entities":[]}}
{"source":"In the early years of the company, TestWe relied on a regional cloud-platform provider to host its applications. The company then began to expand to markets throughout Western Europe and into Canada and South America. Régnier and Zhu soon realized they needed to migrate their testing applications to a provider with global capabilities—one that could deliver applications from local regional data centers.  “We wanted to ensure students, teachers, and administrators continued to experience fast performance when interacting with the tests, no matter where they are located,” says Régnier. “And with a larger customer base, we needed to make sure our cloud infrastructure could handle spikes in activity.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":35,"endOffset":41},{"label":"Person name","startOffset":218,"endOffset":225},{"label":"Person name","startOffset":230,"endOffset":233}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721947","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"University of Oxford Introduces a Sector-Leading Image Recognition ML Prototype to Augment Digitization in Numismatics","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":0,"endOffset":20}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130779","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331976","human-annotated":"yes","entities":[]}}
{"source":"The University of Oxford houses 21 million objects in the collections of its Gardens, Libraries \u0026 Museums (GLAM)—artifacts and specimens that are among the world’s most significant. One aspect of GLAM’s mission is to preserve these assets and make them accessible to the world for education and research. However, the organization has only enough space to display about 10 percent of its holdings at a time, and there’s an enormous backlog of artifacts still waiting to be cataloged. To tackle that obstacle, GLAM used Amazon Web Services (AWS) to build an enhanced image recognition system that would help accelerate the process of cataloging artifacts.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":4,"endOffset":24},{"label":"AWS service","startOffset":519,"endOffset":544}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896027","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"The Gardens and Museums IT team used Amazon SageMaker, a fully managed service that provides developers and data scientists with the ability to build, train, and deploy machine learning (ML) models quickly. Powered by Amazon Elastic Compute Cloud (Amazon EC2) instances, the models were trained and deployed at low cost to automatically catalog the extensive coin collection of the Ashmolean Museum—which is the United Kingdom’s first public museum and the world’s first university museum. On AWS, the image recognition system identifies and catalogs coins in a fraction of the time it would take human volunteers to complete the same task.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":53},{"label":"AWS service","startOffset":218,"endOffset":259},{"label":"Education","startOffset":382,"endOffset":398}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858189","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Exterior of the Ashmolean Museum.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489296","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.354552","human-annotated":"yes","entities":[]}}
{"source":"I thought this project would be complex and time consuming, but using AWS made it easy.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048510","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Anjanesh Babu","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417494","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Systems Architect and Network Manager, Gardens and Museums IT, University of Oxford\u0027s Gardens, Libraries \u0026 Museums","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332032","human-annotated":"yes","entities":[]}}
{"source":"Updating Infrastructure and Creating an ML-Based Cataloging System on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780039","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"GLAM comprises four museums—the Ashmolean Museum of Art and Archaeology, the Oxford University Museum of Natural History, the Pitt Rivers Museum, and the History of Science Museum—as well as the Bodleian Libraries and the Oxford Botanic Garden \u0026 Harcourt Arboretum. In 2019, GLAM saw 900,000 visitors to its digital collections. Its 21 million objects include live specimens and plants, historical artifacts, and even images of objects that were damaged, lost, or returned to collectors. “For many years, the museums were not overly active at investing in and managing the information technology infrastructure that underpins all our digital services,” says Anjanesh Babu, systems architect and network manager at Gardens and Museums IT. “After years of underinvestment in outdated infrastructure, the University of Oxford brought together a strategic focus on digital transformation through the GLAM Digital program.” As part of this program, the Digital Estate Improvement project was the foundational part to deliver root and branch improvements to the infrastructure to make it fit to meet the digital aspirations laid out in the objectives. In 2017, the project uploaded 60 TB of digital records to Amazon Simple Storage Service (Amazon S3), an object storage service that offers industry-leading scalability, data availability, security, and performance.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":32,"endOffset":48},{"label":"Education","startOffset":95,"endOffset":120},{"label":"Education","startOffset":126,"endOffset":144},{"label":"Education","startOffset":150,"endOffset":179},{"label":"Education","startOffset":195,"endOffset":213},{"label":"School","startOffset":77,"endOffset":94},{"label":"School","startOffset":802,"endOffset":822},{"label":"Person name","startOffset":658,"endOffset":671},{"label":"AWS service","startOffset":1204,"endOffset":1246}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.357366","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"UFE Mongolia Goes Online in 10 Days with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.720377","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560614","human-annotated":"yes","entities":[]}}
{"source":"UFE-Mongolia_Customer-Reference_Image","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489217","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.208028","human-annotated":"yes","entities":[]}}
{"source":"The University had years and years of content. The challenge was how to move it to the new system. Using AWS, it took us only three days.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560200","human-annotated":"yes","entities":[]}}
{"source":"Ankhtuya Dorisuren","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417859","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Vice President, UFE","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":15},{"label":"Company","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251703","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Founded in 1924, the University of Finance and Economics (UFE) is one of the oldest educational institutions in Mongolia.It has over 6,000 students and more than 300 employees and has successfully been running some online courses using on-premises technology since 2015. However, when the COVID-19 pandemic struck, UFE used Amazon Web Services (AWS) to move all teaching online in less than two weeks, enabling students to continue their studies remotely.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":21,"endOffset":62},{"label":"School","startOffset":315,"endOffset":318},{"label":"Education","startOffset":139,"endOffset":147},{"label":"AWS service","startOffset":324,"endOffset":349}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306448","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"On-Premises Infrastructure Not Up to the Job","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130904","human-annotated":"yes","entities":[]}}
{"source":"At the beginning of 2020, UFE was using a local data center with two local servers. But when more than 400 students tried to access it at once, the system was overloaded, resulting in the entire learning management system going offline. The local power supply was unreliable and the server would need to be restarted manually after every power outage. Ankhtuya Dorisuren, UFE vice president, explains: “This made it really difficult for students taking courses who lived in the countryside and needed to access resources and teaching remotely.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":352,"endOffset":371},{"label":"Company","startOffset":372,"endOffset":375},{"label":"Company","startOffset":26,"endOffset":29},{"label":"Job title","startOffset":376,"endOffset":390}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:50:53.756875","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In late January, the government of Mongolia announced a nationwide lockdown with strict quarantine measures. All educational institutions closed within the space of a week and overseas students were recalled home. This presented UFE with a problem: how to continue providing all students with top-quality teaching while complying with the lockdown restrictions. The speed of implementation was critical, as was the need for an accessible and reliable system. UFE decided to transfer its entire online learning management system to AWS cloud-based infrastructure—and did so within just 10-days.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":229,"endOffset":232},{"label":"Company","startOffset":459,"endOffset":462}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.323417","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi.ru Takes Lockdown Schoolchildren Online with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":50,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049145","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896150","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru became a first responder for education, keeping students learning, when COVID-19 hit. The company provides school-age learning services around the world, including Asia, Canada, Latin America, Russia, South Africa, and the USA. Originally designed for use in the classroom and for extracurricular self-education, its services employ an engaging, gamified approach to enhance education.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604716","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"When the pandemic took hold, schools were shut down and the company found itself having to provide remote learning for a much larger student audience. It rapidly introduced new free services for schools, children, and teachers, providing large-scale informational, methodological support for its school communities.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049220","human-annotated":"yes","entities":[]}}
{"source":"The company soon found that its co-located servers were unable to cope with a massive increase in usage, with more than 240,000 users now on the site at once, compared to around 60,000 previously.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799616","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru turned to Amazon Web Services (AWS) for the urgent migration needed to scale and meet the demand—a migration that was achieved successfully and quickly.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":18,"endOffset":43}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.511131","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi-customer-references","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":4}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249551","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091359","human-annotated":"yes","entities":[]}}
{"source":"The migration took three days. It wasn’t business as usual and we were outside our comfort zone, but it turned out to be fast, smooth, and practically flawless in execution.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306633","human-annotated":"yes","entities":[]}}
{"source":"Alexey Vakhov","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.321907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technical Officer, Uchi.ru","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":25,"endOffset":32}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207249","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Turning to the Cloud to Cope with Overnight Demand","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799545","human-annotated":"yes","entities":[]}}
{"source":"As the sector’s largest educational technology provider, Uchi.ru had some 350,000 Russian speakers access its classroom services at least once a day at the beginning of 2020. When the pandemic hit in March 2020, all schools closed with little notice.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130398","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"The Uchi.ru team responded rapidly, introducing new distance-learning tools and services to support students and teachers. They found extremely high demand for distance learning and as a result, Uchi.ru was on the front line of education provision, no longer an adjunct but of primary importance to the whole school-age education system.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":11},{"label":"Company","startOffset":195,"endOffset":202}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780820","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Pomelo Fashion Enhances Shoppers’ Experience, Increases Revenue Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14},{"label":"AWS service","startOffset":70,"endOffset":88}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721020","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416450","human-annotated":"yes","entities":[]}}
{"source":"Pomelo Fashion, a global fashion e-commerce service based in Southeast Asia, had been displaying items on its website in much the same way since it was founded in 2013. The setup had grown stale, not to mention that the algorithm for displaying the items relied on old data streams with limited inputs and spotty accuracy. So as a fast-growing, innovative startup, Pomelo Fashion set out to create personalized customer experiences that would improve the discoverability of new items and increase revenue—and it needed a solution that would do so at scale. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617575","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion turned to Amazon Web Services (AWS) and used Amazon Personalize, which enables developers to build applications with the same machine learning (ML) technology used by Amazon.com for real-time personalized recommendations. By using Amazon Personalize—and the services of AWS Advanced Technology Partners Segment and Braze—to build fresh sorting and categorizing features, Pomelo Fashion created a unique, personalized shopping experience that boosts customer engagement and more efficiently converts it into sales.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14},{"label":"Company","startOffset":386,"endOffset":400},{"label":"AWS service","startOffset":25,"endOffset":50},{"label":"AWS service","startOffset":60,"endOffset":78},{"label":"AWS service","startOffset":246,"endOffset":264}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.712818","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Smiling attractive young african woman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.248325","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604384","human-annotated":"yes","entities":[]}}
{"source":"When you think of e-commerce, you think of AWS. New services are always coming out on AWS, and support is very good.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.722017","human-annotated":"yes","entities":[]}}
{"source":"Shane Leese","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":11}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Business Intelligence Director, Pomelo Fashion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":30},{"label":"Company","startOffset":32,"endOffset":46}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331901","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Updating a Years-Old Algorithm Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560548","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion sells apparel online and in 18 retail locations throughout Southeast Asia. Shipping to nearly two million customers in more than 50 countries, the company currently employs 500 staff members across its corporate offices, retail stores, and warehouses. Its gross revenue tripled from 2017 to 2018, doubled from 2018 to 2019, and is on track to double in 2020 despite the overall global economy being down—in July 2020 alone, the company reported $7.5 million in revenue. For years, Pomelo Fashion relied on an algorithm that ranked products on category pages—such as “Dresses,” “Blouses,” and “Pants \u0026 Bottoms”—based on page views and sales, blending the trends of the past 30 days with lifetime behaviors, product price, and newest releases. The rank was calculated daily and stored in a database, providing an identical experience for every user by country. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.252030","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Neiman Marcus Increases New Application Speed to Market by 50% on AWS, Improves Digital Selling for Associates","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322695","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130849","human-annotated":"yes","entities":[]}}
{"source":"A luxury household name, Neiman Marcus has a reputation for delivering a first-class, personalized customer service experience. To modernize and enhance that experience, the company wanted to develop Connect, an omnichannel digital selling application that would empower associates to view rich, personalized customer information with the goal of making each customer interaction unforgettable. When the COVID-19 pandemic forced many retail stores to close, the company’s sales moved exclusively online. To continue providing the hallmark experience that had always attracted customers, Neiman Marcus needed to launch Connect quickly to enable associates to perform digital selling. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":25,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322310","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Choosing a serverless architecture with mobile development solutions on Amazon Web Services (AWS) enabled the development team to launch the app much faster than in the 4 months it had originally planned. “Using AWS cloud-native and serverless technologies, we increased our speed to market by at least 50 percent and were able to accelerate the launch of Connect,” says Sriram Vaidyanathan, senior director of omni engineering at Neiman Marcus. This approach also greatly reduced app-building costs and provided developers with more agility for the development and rapid deployment of updates. The app elastically scales to support traffic at any volume for greater cost efficiency, and it has increased","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":72,"endOffset":97},{"label":"Person name","startOffset":371,"endOffset":390},{"label":"Job title","startOffset":392,"endOffset":407},{"label":"Company","startOffset":431,"endOffset":444}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.206638","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785924","human-annotated":"yes","entities":[]}}
{"source":"Female sales associate peruses clothing rack. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.490058","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.719819","human-annotated":"yes","entities":[]}}
{"source":"Using AWS Amplify on a serverless architecture cost us 90 percent less than if we had built the app using a more traditional method. This is a huge win for us.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249887","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Hemanth Jayaraman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207582","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Senior Director of Cloud Engineering, Neiman Marcus","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":36},{"label":"Company","startOffset":38,"endOffset":51}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604308","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Empowering Associates to Elevate the Customer Experience","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416511","human-annotated":"yes","entities":[]}}
{"source":"Neiman Marcus is the flagship brand of the Neiman Marcus Group, a luxury retail organization founded in 1907 and generating $2.6 billion in annual revenue from its subsidiaries. Before Neiman Marcus developed Connect, associates were using an assortment of tools and technologies to provide customer service. Each solution provided a","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768784","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"different piece of information an associate needed to generate a sale. Some of these solutions were outdated, and all of them were creating friction. As a result, they were increasing sell times and decreasing associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.277342","human-annotated":"yes","entities":[]}}
{"source":"AWS for Industries","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280074","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"AWS is How: HelloFresh Delivers a Personalized Experience to Millions of Customers Around the World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559447","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"by Ed Jimenez | on 21 MAY 2021 | in Amazon EMR, Amazon Simple Storage Services (S3), Industries, Retail | Permalink |  Comments |  Share","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":3,"endOffset":13},{"label":"AWS service","startOffset":36,"endOffset":47},{"label":"AWS service","startOffset":48,"endOffset":84}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251089","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Mealtimes are important sources of connection, comfort, and self-care. And though we all have different lifestyles and preferences, we tend to crave similar qualities when it comes to food: variety, novelty, nutrition, convenience, and great taste. In essence, great food experiences are personal experiences that offer plenty of choice and flexibility.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604781","human-annotated":"yes","entities":[]}}
{"source":"HelloFreshEnter HelloFresh, the most popular meal kit in the world. HelloFresh provides fresh, healthy, affordable ingredients and easy-to-follow recipes that are delivered straight to your door. The company also operates a lean and innovative supply chain designed to eliminate food waste, reduce carbon emissions, optimize packaging, and favor local ingredient sourcing. With operations in 14 countries, HelloFresh delivered more than 600 million meals to 5.3 million active customers last year, providing organized, preportioned meal kits tailored to serve different household sizes, schedules, and tastes. The HelloFresh approach to meeting diverse needs, creating new menu options, and providing convenient delivery to each home it serves depends on two crucial ingredients: maintaining a deep understanding of its customers and staying agile across every aspect of its business, including product development, production, and distribution.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":11},{"label":"Company","startOffset":16,"endOffset":26},{"label":"Company","startOffset":68,"endOffset":78}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.250807","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"This is why HelloFresh uses Amazon Web Services (AWS). With AWS, HelloFresh gets a reliable, global cloud infrastructure that easily scales to support the company’s growth around the world. With the help of AWS consultation and expertise, HelloFresh has modernized its data capabilities, moving from its legacy database to a data lake where it can centralize storage of both structured and unstructured data. This makes it easier for HelloFresh to bring together information from multiple data sources and use analytics tools to gather insights that it can use to improve its services and create new offerings for customers. Using AWS, HelloFresh maintains a closer connection to changing customer preferences and the flexibility to quickly adapt its meal offerings and delivery services.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22},{"label":"Company","startOffset":65,"endOffset":75},{"label":"Company","startOffset":239,"endOffset":249},{"label":"Company","startOffset":434,"endOffset":444},{"label":"Company","startOffset":636,"endOffset":646},{"label":"AWS service","startOffset":28,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237045","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"HelloFresh runs much of its data management on Amazon Simple Storage Service (Amazon S3), a service that offers industry-leading scalability, data availability, security, and performance. It also uses Amazon Relational Database Service (Amazon RDS) for automating time-consuming administration tasks related to database management, such as hardware provisioning, database setup, patching, and backups. Also important to HelloFresh data management is Amazon EMR, a big data platform that makes it easier to process vast amounts of data using open source tools.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10},{"label":"Company","startOffset":420,"endOffset":430},{"label":"AWS service","startOffset":47,"endOffset":88},{"label":"AWS service","startOffset":201,"endOffset":248},{"label":"AWS service","startOffset":450,"endOffset":460}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.238855","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"See how HelloFresh is using AWS to deliver personalized customer experiences in the new “AWS Is How” campaign. Learn how retail companies can use AWS to build solutions that enhance customer experiences and deliver insights that improve operations.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":8,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237409","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"BigBasket Grows Bigger with 400,000 Daily Orders on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"AWS service","startOffset":52,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249202","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.305036","human-annotated":"yes","entities":[]}}
{"source":"Traffic Spikes Sixfold during Lockdown","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799664","human-annotated":"yes","entities":[]}}
{"source":"The online grocery market in India is competitive and value-driven, with some 20 companies vying for shoppers in a market that’s expected to hit $10.5 billion by 2023. The central government’s development of smart cities includes infrastructure to support the growth of ecommerce, and many large companies are making plays to get in on the action.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:50:20.090363","human-annotated":"yes","entities":[]}}
{"source":"BigBasket, India’s largest online grocery, has been in business since 2011. Customer retention is at the heart of its strategy, as well as a hyper-local approach to inventory. BigBasket is available in 21 cities and runs its infrastructure on the Amazon Web Services (AWS) Cloud. The business had been growing 20–30 percent each year, but when COVID-19 struck and India went into lockdown, BigBasket faced unprecedented demand. Daily traffic was suddenly six times higher than pre–COVID-19 peaks.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":176,"endOffset":185},{"label":"AWS service","startOffset":247,"endOffset":278}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785848","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Big Basket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417064","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332699","human-annotated":"yes","entities":[]}}
{"source":"With AWS, we have all the pieces of the puzzle to smoothly run a large ecommerce architecture.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713782","human-annotated":"yes","entities":[]}}
{"source":"Rakshit Daga","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":12}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559800","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technology Officer, BigBasket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":26,"endOffset":35}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.823761","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":" ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306580","human-annotated":"yes","entities":[]}}
{"source":"Microservices and Containers Boost Efficiency","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780106","human-annotated":"yes","entities":[]}}
{"source":"BigBasket subscribes to AWS Enterprise Support and immediately consulted with the AWS team for advice on scaling its architecture efficiently. “AWS Enterprise Support has been our go-to destination for all queries when we’re building something new or maintaining and enhancing existing functions,” says Rakshit Daga, chief technology officer at BigBasket. “Given the breadth of AWS solutions we use, we have questions on all kinds of topics, and Enterprise Support connects us to the right person quickly.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":345,"endOffset":354},{"label":"AWS service","startOffset":24,"endOffset":46},{"label":"Person name","startOffset":303,"endOffset":315},{"label":"Job title","startOffset":317,"endOffset":341}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768432","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The company had already begun shifting to asynchronous work queues in 2018, isolating workloads into containers and breaking up its monolithic architecture. However, the onset of the 2020 lockdown shifted this process into high gear. By mid-2020, the company was fully containerized with 60 microservices running on Kubernetes.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896096","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat Boosts Efficiency and Productivity by 40% on Amazon Lightsail","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":54,"endOffset":70},{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280786","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093274","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat, a meat boutique founded in Uruguay and with US operations in Miami, Florida, was using Microsoft Excel spreadsheets to manage isolated inventories manually, but this time-consuming process was hampering its growth. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560132","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Looking to modernize its data solution, Gourmeat turned to Amazon Web Services (AWS) and AWS Select Consulting Partner Nub8. Within weeks, the company had a new inventory management system hosted on Amazon Lightsail, a simple-to-use virtual private server that offers everything needed to build a web application. Gourmeat’s integrated cloud-based inventory application reduces time spent on inventory management, maintains reliable and secure data, and enables key decision makers in the company to have simultaneous data access.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":48},{"label":"Company","startOffset":119,"endOffset":124},{"label":"Company","startOffset":314,"endOffset":323},{"label":"AWS service","startOffset":59,"endOffset":84},{"label":"AWS service","startOffset":199,"endOffset":216}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.512598","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Gourmeat storefront","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.895399","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416358","human-annotated":"yes","entities":[]}}
{"source":"Once we started using the solution built on Amazon Lightsail, inventory management and report creation went from approximately 4 hours a week to less than 20 minutes.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":44,"endOffset":61}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605738","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Lucia Albanell","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.784897","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"CEO and cofounder, Gourmeat","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":18},{"label":"Company","startOffset":19,"endOffset":27}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605341","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Moving to Integrated Inventory Management","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306526","human-annotated":"yes","entities":[]}}
{"source":"Founded in 2013, Gourmeat sells hormone- and antibiotic-free meat online and in stores in Uruguay and Miami. Before turning to AWS and Nub8, Gourmeat managed inventory through manual reports from its vendors. “The old system used isolated applications, and it didn’t enable simultaneous access for decision makers across the company,” says Lucia Albanell, CEO and cofounder of Gourmeat. “This resulted in inefficiencies and low confidence in data quality.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":135,"endOffset":139},{"label":"Company","startOffset":141,"endOffset":149},{"label":"Company","startOffset":377,"endOffset":385},{"label":"Person name","startOffset":340,"endOffset":354},{"label":"Job title","startOffset":356,"endOffset":359},{"label":"Job title","startOffset":364,"endOffset":373}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091265","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Pearson Boosts Security and Productivity Using Amazon Elasticsearch Service","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":47,"endOffset":75}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332629","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605408","human-annotated":"yes","entities":[]}}
{"source":"Global educational media company Pearson needed a more efficient way to analyze and gain insights from its log data. With a number of teams in various locations using Elasticsearch—the popular open-source tool for search and log analytics—Pearson found that keeping track of log data and managing updates led to high operating costs. Faced with this, as well as increasingly complex security log management and analysis, the company found a solution on Amazon Web Services (AWS). Pearson quickly saw improvements by migrating from its self-managed open-source Elasticsearch architecture to Amazon Elasticsearch Service, a fully managed service that makes it easy to deploy, secure, and run Elasticsearch cost effectively at scale. Rather than spending considerable time and resources on managing the Elasticsearch clusters on its own, Pearson used the managed Amazon Elasticsearch Service as part of its initiative to modernize its products. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":33,"endOffset":40},{"label":"Company","startOffset":239,"endOffset":246},{"label":"Company","startOffset":480,"endOffset":487},{"label":"Company","startOffset":835,"endOffset":842},{"label":"AWS service","startOffset":167,"endOffset":180},{"label":"AWS service","startOffset":453,"endOffset":479},{"label":"AWS service","startOffset":590,"endOffset":610},{"label":"AWS service","startOffset":860,"endOffset":888}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:47:21.422411","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Shot of two young women using a laptop together in a college library","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":53,"endOffset":68}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.779644","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.850307","human-annotated":"yes","entities":[]}}
{"source":"As we migrate to Amazon Elasticsearch Service, we can start to focus on what’s necessary from a security perspective. We can bring in different skill sets and focus on what’s more important to the company rather than just maintaining standard hardware or infrastructure.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":17,"endOffset":45}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559063","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Muthu Meyyappan","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048123","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"VP of Security Engineering and Product Security Officer, Pearson","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":26},{"label":"Job title","startOffset":31,"endOffset":56},{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:22:09.454285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Meeting the Needs of the Modern World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489354","human-annotated":"yes","entities":[]}}
{"source":"As one of the largest and oldest educational companies in the world, Pearson operates in 70 different countries. The company provides a wide variety of educational content and assessments and other services, which are often specialized for different target audiences. As the company moved toward digitization in the cloud, it began to use AWS services. At first, Pearson used Amazon Elastic Compute Cloud (Amazon EC2)—a web service that provides secure, resizable compute capacity in the cloud—to power its self-managed open-source Elasticsearch. But the company found that a self-managed approach posed several challenges. “One of the major issues we had was with the security portion of the fine-grained access control—we weren’t able to work through that,” says Muthu Meyyappan, vice president of security engineering and product security officer for Pearson. “Another challenge was maintaining the upgrades and the usual service management below the line, which consumed the effort of a full-time engineer to maintain the platform.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":765,"endOffset":780},{"label":"Person name","startOffset":782,"endOffset":796},{"label":"Company","startOffset":854,"endOffset":861},{"label":"Company","startOffset":363,"endOffset":370},{"label":"Job title","startOffset":825,"endOffset":849},{"label":"AWS service","startOffset":376,"endOffset":417}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093195","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In order to iron out its access control to log data and reduce the amount of time spent on updates, Pearson turned to Amazon Elasticsearch Service. “When we were updating the open-source Elasticsearch, it took time to make sure we didn’t miss any data,” says Meyyappan. “We were looking to have someone else take that accountability. If there is data lost, for example, Amazon Elasticsearch Service enables us to go back 14 days and get the index back. Features like that encouraged us to migrate to the managed service.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":100,"endOffset":107},{"label":"AWS service","startOffset":118,"endOffset":147},{"label":"AWS service","startOffset":370,"endOffset":398},{"label":"Person name","startOffset":259,"endOffset":268}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.824989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"TestWe Turns to AWS to Drive Global Expansion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":6},{"label":"AWS service","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617652","human-annotated":"yes","entities":[]}}
{"source":"In 2014, colleagues Clément Régnier and Charles Zhu came across a study that indicated 95 percent of European students owned laptops. However, educational institutions continued to rely on paper-based exams. That’s when Régnier and Zhu decided to launch TestWe, a platform for administering in-class and remote computer-based assessments.  “Students were using their devices for taking notes, research, and sending emails,” says Régnier. “It only made sense for them to use their laptops to take exams as well.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":20,"endOffset":35},{"label":"Person name","startOffset":40,"endOffset":51},{"label":"Person name","startOffset":429,"endOffset":436},{"label":"Person name","startOffset":232,"endOffset":235},{"label":"Person name","startOffset":220,"endOffset":227},{"label":"Company","startOffset":254,"endOffset":260}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.852322","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The TestWe solution gives students the ability to take exams securely, in the classroom or at home. Educational institutions can administer digital exams while eliminating the possibility of students getting help from online resources or other people since the tests are taken offline and recorded by a camera. The TestWe exam process runs in the cloud and can be fully integrated into a school’s learning management system. Additionally, the tests can run directly on any type of student devices.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":10},{"label":"Company","startOffset":315,"endOffset":321}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858864","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Today, TestWe is available in seven different languages and used in countries throughout Western Europe as well as in North and South America. Every year, TestWe helps teachers create millions of test questions.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":7,"endOffset":13},{"label":"Company","startOffset":155,"endOffset":161}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713699","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Student studies outside","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207974","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822867","human-annotated":"yes","entities":[]}}
{"source":"Using AWS services enhances our credibility. Partners and customers know our tests will run reliably and scale easily.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.786257","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Clément Régnier","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.800211","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Cofounder and Chief Commercial Officer, TestWe","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":46},{"label":"Job title","startOffset":0,"endOffset":9},{"label":"Job title","startOffset":14,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.857285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Global Expansion Requires Greater Firepower in the Cloud","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822938","human-annotated":"yes","entities":[]}}
{"source":"In the early years of the company, TestWe relied on a regional cloud-platform provider to host its applications. The company then began to expand to markets throughout Western Europe and into Canada and South America. Régnier and Zhu soon realized they needed to migrate their testing applications to a provider with global capabilities—one that could deliver applications from local regional data centers.  “We wanted to ensure students, teachers, and administrators continued to experience fast performance when interacting with the tests, no matter where they are located,” says Régnier. “And with a larger customer base, we needed to make sure our cloud infrastructure could handle spikes in activity.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":35,"endOffset":41},{"label":"Person name","startOffset":218,"endOffset":225},{"label":"Person name","startOffset":230,"endOffset":233}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721947","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"University of Oxford Introduces a Sector-Leading Image Recognition ML Prototype to Augment Digitization in Numismatics","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":0,"endOffset":20}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130779","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331976","human-annotated":"yes","entities":[]}}
{"source":"The University of Oxford houses 21 million objects in the collections of its Gardens, Libraries \u0026 Museums (GLAM)—artifacts and specimens that are among the world’s most significant. One aspect of GLAM’s mission is to preserve these assets and make them accessible to the world for education and research. However, the organization has only enough space to display about 10 percent of its holdings at a time, and there’s an enormous backlog of artifacts still waiting to be cataloged. To tackle that obstacle, GLAM used Amazon Web Services (AWS) to build an enhanced image recognition system that would help accelerate the process of cataloging artifacts.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":4,"endOffset":24},{"label":"AWS service","startOffset":519,"endOffset":544}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896027","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"The Gardens and Museums IT team used Amazon SageMaker, a fully managed service that provides developers and data scientists with the ability to build, train, and deploy machine learning (ML) models quickly. Powered by Amazon Elastic Compute Cloud (Amazon EC2) instances, the models were trained and deployed at low cost to automatically catalog the extensive coin collection of the Ashmolean Museum—which is the United Kingdom’s first public museum and the world’s first university museum. On AWS, the image recognition system identifies and catalogs coins in a fraction of the time it would take human volunteers to complete the same task.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":53},{"label":"AWS service","startOffset":218,"endOffset":259},{"label":"Education","startOffset":382,"endOffset":398}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858189","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Exterior of the Ashmolean Museum.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489296","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.354552","human-annotated":"yes","entities":[]}}
{"source":"I thought this project would be complex and time consuming, but using AWS made it easy.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048510","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Anjanesh Babu","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417494","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Systems Architect and Network Manager, Gardens and Museums IT, University of Oxford\u0027s Gardens, Libraries \u0026 Museums","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332032","human-annotated":"yes","entities":[]}}
{"source":"Updating Infrastructure and Creating an ML-Based Cataloging System on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780039","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"GLAM comprises four museums—the Ashmolean Museum of Art and Archaeology, the Oxford University Museum of Natural History, the Pitt Rivers Museum, and the History of Science Museum—as well as the Bodleian Libraries and the Oxford Botanic Garden \u0026 Harcourt Arboretum. In 2019, GLAM saw 900,000 visitors to its digital collections. Its 21 million objects include live specimens and plants, historical artifacts, and even images of objects that were damaged, lost, or returned to collectors. “For many years, the museums were not overly active at investing in and managing the information technology infrastructure that underpins all our digital services,” says Anjanesh Babu, systems architect and network manager at Gardens and Museums IT. “After years of underinvestment in outdated infrastructure, the University of Oxford brought together a strategic focus on digital transformation through the GLAM Digital program.” As part of this program, the Digital Estate Improvement project was the foundational part to deliver root and branch improvements to the infrastructure to make it fit to meet the digital aspirations laid out in the objectives. In 2017, the project uploaded 60 TB of digital records to Amazon Simple Storage Service (Amazon S3), an object storage service that offers industry-leading scalability, data availability, security, and performance.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":32,"endOffset":48},{"label":"Education","startOffset":95,"endOffset":120},{"label":"Education","startOffset":126,"endOffset":144},{"label":"Education","startOffset":150,"endOffset":179},{"label":"Education","startOffset":195,"endOffset":213},{"label":"School","startOffset":77,"endOffset":94},{"label":"School","startOffset":802,"endOffset":822},{"label":"Person name","startOffset":658,"endOffset":671},{"label":"AWS service","startOffset":1204,"endOffset":1246}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.357366","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"UFE Mongolia Goes Online in 10 Days with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.720377","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560614","human-annotated":"yes","entities":[]}}
{"source":"UFE-Mongolia_Customer-Reference_Image","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489217","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.208028","human-annotated":"yes","entities":[]}}
{"source":"The University had years and years of content. The challenge was how to move it to the new system. Using AWS, it took us only three days.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560200","human-annotated":"yes","entities":[]}}
{"source":"Ankhtuya Dorisuren","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417859","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Vice President, UFE","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":15},{"label":"Company","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251703","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Founded in 1924, the University of Finance and Economics (UFE) is one of the oldest educational institutions in Mongolia.It has over 6,000 students and more than 300 employees and has successfully been running some online courses using on-premises technology since 2015. However, when the COVID-19 pandemic struck, UFE used Amazon Web Services (AWS) to move all teaching online in less than two weeks, enabling students to continue their studies remotely.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":21,"endOffset":62},{"label":"School","startOffset":315,"endOffset":318},{"label":"Education","startOffset":139,"endOffset":147},{"label":"AWS service","startOffset":324,"endOffset":349}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306448","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"On-Premises Infrastructure Not Up to the Job","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130904","human-annotated":"yes","entities":[]}}
{"source":"At the beginning of 2020, UFE was using a local data center with two local servers. But when more than 400 students tried to access it at once, the system was overloaded, resulting in the entire learning management system going offline. The local power supply was unreliable and the server would need to be restarted manually after every power outage. Ankhtuya Dorisuren, UFE vice president, explains: “This made it really difficult for students taking courses who lived in the countryside and needed to access resources and teaching remotely.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":352,"endOffset":371},{"label":"Company","startOffset":372,"endOffset":375},{"label":"Company","startOffset":26,"endOffset":29},{"label":"Job title","startOffset":376,"endOffset":390}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:50:53.756875","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In late January, the government of Mongolia announced a nationwide lockdown with strict quarantine measures. All educational institutions closed within the space of a week and overseas students were recalled home. This presented UFE with a problem: how to continue providing all students with top-quality teaching while complying with the lockdown restrictions. The speed of implementation was critical, as was the need for an accessible and reliable system. UFE decided to transfer its entire online learning management system to AWS cloud-based infrastructure—and did so within just 10-days.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":229,"endOffset":232},{"label":"Company","startOffset":459,"endOffset":462}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.323417","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi.ru Takes Lockdown Schoolchildren Online with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":50,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049145","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896150","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru became a first responder for education, keeping students learning, when COVID-19 hit. The company provides school-age learning services around the world, including Asia, Canada, Latin America, Russia, South Africa, and the USA. Originally designed for use in the classroom and for extracurricular self-education, its services employ an engaging, gamified approach to enhance education.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604716","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"When the pandemic took hold, schools were shut down and the company found itself having to provide remote learning for a much larger student audience. It rapidly introduced new free services for schools, children, and teachers, providing large-scale informational, methodological support for its school communities.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049220","human-annotated":"yes","entities":[]}}
{"source":"The company soon found that its co-located servers were unable to cope with a massive increase in usage, with more than 240,000 users now on the site at once, compared to around 60,000 previously.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799616","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru turned to Amazon Web Services (AWS) for the urgent migration needed to scale and meet the demand—a migration that was achieved successfully and quickly.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":18,"endOffset":43}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.511131","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi-customer-references","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":4}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249551","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091359","human-annotated":"yes","entities":[]}}
{"source":"The migration took three days. It wasn’t business as usual and we were outside our comfort zone, but it turned out to be fast, smooth, and practically flawless in execution.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306633","human-annotated":"yes","entities":[]}}
{"source":"Alexey Vakhov","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.321907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technical Officer, Uchi.ru","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":25,"endOffset":32}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207249","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Turning to the Cloud to Cope with Overnight Demand","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799545","human-annotated":"yes","entities":[]}}
{"source":"As the sector’s largest educational technology provider, Uchi.ru had some 350,000 Russian speakers access its classroom services at least once a day at the beginning of 2020. When the pandemic hit in March 2020, all schools closed with little notice.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130398","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"The Uchi.ru team responded rapidly, introducing new distance-learning tools and services to support students and teachers. They found extremely high demand for distance learning and as a result, Uchi.ru was on the front line of education provision, no longer an adjunct but of primary importance to the whole school-age education system.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":11},{"label":"Company","startOffset":195,"endOffset":202}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780820","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Pomelo Fashion Enhances Shoppers’ Experience, Increases Revenue Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14},{"label":"AWS service","startOffset":70,"endOffset":88}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721020","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416450","human-annotated":"yes","entities":[]}}
{"source":"Pomelo Fashion, a global fashion e-commerce service based in Southeast Asia, had been displaying items on its website in much the same way since it was founded in 2013. The setup had grown stale, not to mention that the algorithm for displaying the items relied on old data streams with limited inputs and spotty accuracy. So as a fast-growing, innovative startup, Pomelo Fashion set out to create personalized customer experiences that would improve the discoverability of new items and increase revenue—and it needed a solution that would do so at scale. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617575","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion turned to Amazon Web Services (AWS) and used Amazon Personalize, which enables developers to build applications with the same machine learning (ML) technology used by Amazon.com for real-time personalized recommendations. By using Amazon Personalize—and the services of AWS Advanced Technology Partners Segment and Braze—to build fresh sorting and categorizing features, Pomelo Fashion created a unique, personalized shopping experience that boosts customer engagement and more efficiently converts it into sales.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14},{"label":"Company","startOffset":386,"endOffset":400},{"label":"AWS service","startOffset":25,"endOffset":50},{"label":"AWS service","startOffset":60,"endOffset":78},{"label":"AWS service","startOffset":246,"endOffset":264}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.712818","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Smiling attractive young african woman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.248325","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604384","human-annotated":"yes","entities":[]}}
{"source":"When you think of e-commerce, you think of AWS. New services are always coming out on AWS, and support is very good.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.722017","human-annotated":"yes","entities":[]}}
{"source":"Shane Leese","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":11}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Business Intelligence Director, Pomelo Fashion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":30},{"label":"Company","startOffset":32,"endOffset":46}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331901","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Updating a Years-Old Algorithm Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560548","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion sells apparel online and in 18 retail locations throughout Southeast Asia. Shipping to nearly two million customers in more than 50 countries, the company currently employs 500 staff members across its corporate offices, retail stores, and warehouses. Its gross revenue tripled from 2017 to 2018, doubled from 2018 to 2019, and is on track to double in 2020 despite the overall global economy being down—in July 2020 alone, the company reported $7.5 million in revenue. For years, Pomelo Fashion relied on an algorithm that ranked products on category pages—such as “Dresses,” “Blouses,” and “Pants \u0026 Bottoms”—based on page views and sales, blending the trends of the past 30 days with lifetime behaviors, product price, and newest releases. The rank was calculated daily and stored in a database, providing an identical experience for every user by country. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.252030","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Neiman Marcus Increases New Application Speed to Market by 50% on AWS, Improves Digital Selling for Associates","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322695","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130849","human-annotated":"yes","entities":[]}}
{"source":"A luxury household name, Neiman Marcus has a reputation for delivering a first-class, personalized customer service experience. To modernize and enhance that experience, the company wanted to develop Connect, an omnichannel digital selling application that would empower associates to view rich, personalized customer information with the goal of making each customer interaction unforgettable. When the COVID-19 pandemic forced many retail stores to close, the company’s sales moved exclusively online. To continue providing the hallmark experience that had always attracted customers, Neiman Marcus needed to launch Connect quickly to enable associates to perform digital selling. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":25,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322310","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Choosing a serverless architecture with mobile development solutions on Amazon Web Services (AWS) enabled the development team to launch the app much faster than in the 4 months it had originally planned. “Using AWS cloud-native and serverless technologies, we increased our speed to market by at least 50 percent and were able to accelerate the launch of Connect,” says Sriram Vaidyanathan, senior director of omni engineering at Neiman Marcus. This approach also greatly reduced app-building costs and provided developers with more agility for the development and rapid deployment of updates. The app elastically scales to support traffic at any volume for greater cost efficiency, and it has increased","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":72,"endOffset":97},{"label":"Person name","startOffset":371,"endOffset":390},{"label":"Job title","startOffset":392,"endOffset":407},{"label":"Company","startOffset":431,"endOffset":444}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.206638","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785924","human-annotated":"yes","entities":[]}}
{"source":"Female sales associate peruses clothing rack. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.490058","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.719819","human-annotated":"yes","entities":[]}}
{"source":"Using AWS Amplify on a serverless architecture cost us 90 percent less than if we had built the app using a more traditional method. This is a huge win for us.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249887","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Hemanth Jayaraman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207582","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Senior Director of Cloud Engineering, Neiman Marcus","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":36},{"label":"Company","startOffset":38,"endOffset":51}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604308","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Empowering Associates to Elevate the Customer Experience","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416511","human-annotated":"yes","entities":[]}}
{"source":"Neiman Marcus is the flagship brand of the Neiman Marcus Group, a luxury retail organization founded in 1907 and generating $2.6 billion in annual revenue from its subsidiaries. Before Neiman Marcus developed Connect, associates were using an assortment of tools and technologies to provide customer service. Each solution provided a","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768784","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"different piece of information an associate needed to generate a sale. Some of these solutions were outdated, and all of them were creating friction. As a result, they were increasing sell times and decreasing associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.277342","human-annotated":"yes","entities":[]}}
{"source":"AWS for Industries","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280074","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"AWS is How: HelloFresh Delivers a Personalized Experience to Millions of Customers Around the World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559447","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"by Ed Jimenez | on 21 MAY 2021 | in Amazon EMR, Amazon Simple Storage Services (S3), Industries, Retail | Permalink |  Comments |  Share","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":3,"endOffset":13},{"label":"AWS service","startOffset":36,"endOffset":47},{"label":"AWS service","startOffset":48,"endOffset":84}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251089","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Mealtimes are important sources of connection, comfort, and self-care. And though we all have different lifestyles and preferences, we tend to crave similar qualities when it comes to food: variety, novelty, nutrition, convenience, and great taste. In essence, great food experiences are personal experiences that offer plenty of choice and flexibility.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604781","human-annotated":"yes","entities":[]}}
{"source":"HelloFreshEnter HelloFresh, the most popular meal kit in the world. HelloFresh provides fresh, healthy, affordable ingredients and easy-to-follow recipes that are delivered straight to your door. The company also operates a lean and innovative supply chain designed to eliminate food waste, reduce carbon emissions, optimize packaging, and favor local ingredient sourcing. With operations in 14 countries, HelloFresh delivered more than 600 million meals to 5.3 million active customers last year, providing organized, preportioned meal kits tailored to serve different household sizes, schedules, and tastes. The HelloFresh approach to meeting diverse needs, creating new menu options, and providing convenient delivery to each home it serves depends on two crucial ingredients: maintaining a deep understanding of its customers and staying agile across every aspect of its business, including product development, production, and distribution.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":11},{"label":"Company","startOffset":16,"endOffset":26},{"label":"Company","startOffset":68,"endOffset":78}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.250807","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"This is why HelloFresh uses Amazon Web Services (AWS). With AWS, HelloFresh gets a reliable, global cloud infrastructure that easily scales to support the company’s growth around the world. With the help of AWS consultation and expertise, HelloFresh has modernized its data capabilities, moving from its legacy database to a data lake where it can centralize storage of both structured and unstructured data. This makes it easier for HelloFresh to bring together information from multiple data sources and use analytics tools to gather insights that it can use to improve its services and create new offerings for customers. Using AWS, HelloFresh maintains a closer connection to changing customer preferences and the flexibility to quickly adapt its meal offerings and delivery services.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22},{"label":"Company","startOffset":65,"endOffset":75},{"label":"Company","startOffset":239,"endOffset":249},{"label":"Company","startOffset":434,"endOffset":444},{"label":"Company","startOffset":636,"endOffset":646},{"label":"AWS service","startOffset":28,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237045","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"HelloFresh runs much of its data management on Amazon Simple Storage Service (Amazon S3), a service that offers industry-leading scalability, data availability, security, and performance. It also uses Amazon Relational Database Service (Amazon RDS) for automating time-consuming administration tasks related to database management, such as hardware provisioning, database setup, patching, and backups. Also important to HelloFresh data management is Amazon EMR, a big data platform that makes it easier to process vast amounts of data using open source tools.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10},{"label":"Company","startOffset":420,"endOffset":430},{"label":"AWS service","startOffset":47,"endOffset":88},{"label":"AWS service","startOffset":201,"endOffset":248},{"label":"AWS service","startOffset":450,"endOffset":460}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.238855","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"See how HelloFresh is using AWS to deliver personalized customer experiences in the new “AWS Is How” campaign. Learn how retail companies can use AWS to build solutions that enhance customer experiences and deliver insights that improve operations.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":8,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237409","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"BigBasket Grows Bigger with 400,000 Daily Orders on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"AWS service","startOffset":52,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249202","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.305036","human-annotated":"yes","entities":[]}}
{"source":"Traffic Spikes Sixfold during Lockdown","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799664","human-annotated":"yes","entities":[]}}
{"source":"The online grocery market in India is competitive and value-driven, with some 20 companies vying for shoppers in a market that’s expected to hit $10.5 billion by 2023. The central government’s development of smart cities includes infrastructure to support the growth of ecommerce, and many large companies are making plays to get in on the action.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:50:20.090363","human-annotated":"yes","entities":[]}}
{"source":"BigBasket, India’s largest online grocery, has been in business since 2011. Customer retention is at the heart of its strategy, as well as a hyper-local approach to inventory. BigBasket is available in 21 cities and runs its infrastructure on the Amazon Web Services (AWS) Cloud. The business had been growing 20–30 percent each year, but when COVID-19 struck and India went into lockdown, BigBasket faced unprecedented demand. Daily traffic was suddenly six times higher than pre–COVID-19 peaks.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":176,"endOffset":185},{"label":"AWS service","startOffset":247,"endOffset":278}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785848","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Big Basket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417064","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332699","human-annotated":"yes","entities":[]}}
{"source":"With AWS, we have all the pieces of the puzzle to smoothly run a large ecommerce architecture.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713782","human-annotated":"yes","entities":[]}}
{"source":"Rakshit Daga","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":12}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559800","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technology Officer, BigBasket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":26,"endOffset":35}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.823761","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":" ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306580","human-annotated":"yes","entities":[]}}
{"source":"Microservices and Containers Boost Efficiency","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780106","human-annotated":"yes","entities":[]}}
{"source":"BigBasket subscribes to AWS Enterprise Support and immediately consulted with the AWS team for advice on scaling its architecture efficiently. “AWS Enterprise Support has been our go-to destination for all queries when we’re building something new or maintaining and enhancing existing functions,” says Rakshit Daga, chief technology officer at BigBasket. “Given the breadth of AWS solutions we use, we have questions on all kinds of topics, and Enterprise Support connects us to the right person quickly.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":345,"endOffset":354},{"label":"AWS service","startOffset":24,"endOffset":46},{"label":"Person name","startOffset":303,"endOffset":315},{"label":"Job title","startOffset":317,"endOffset":341}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768432","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The company had already begun shifting to asynchronous work queues in 2018, isolating workloads into containers and breaking up its monolithic architecture. However, the onset of the 2020 lockdown shifted this process into high gear. By mid-2020, the company was fully containerized with 60 microservices running on Kubernetes.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896096","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat Boosts Efficiency and Productivity by 40% on Amazon Lightsail","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":54,"endOffset":70},{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280786","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093274","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat, a meat boutique founded in Uruguay and with US operations in Miami, Florida, was using Microsoft Excel spreadsheets to manage isolated inventories manually, but this time-consuming process was hampering its growth. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560132","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Looking to modernize its data solution, Gourmeat turned to Amazon Web Services (AWS) and AWS Select Consulting Partner Nub8. Within weeks, the company had a new inventory management system hosted on Amazon Lightsail, a simple-to-use virtual private server that offers everything needed to build a web application. Gourmeat’s integrated cloud-based inventory application reduces time spent on inventory management, maintains reliable and secure data, and enables key decision makers in the company to have simultaneous data access.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":48},{"label":"Company","startOffset":119,"endOffset":124},{"label":"Company","startOffset":314,"endOffset":323},{"label":"AWS service","startOffset":59,"endOffset":84},{"label":"AWS service","startOffset":199,"endOffset":216}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.512598","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Gourmeat storefront","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.895399","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416358","human-annotated":"yes","entities":[]}}
{"source":"Once we started using the solution built on Amazon Lightsail, inventory management and report creation went from approximately 4 hours a week to less than 20 minutes.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":44,"endOffset":61}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605738","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Lucia Albanell","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.784897","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"CEO and cofounder, Gourmeat","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":18},{"label":"Company","startOffset":19,"endOffset":27}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605341","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Moving to Integrated Inventory Management","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306526","human-annotated":"yes","entities":[]}}
{"source":"Founded in 2013, Gourmeat sells hormone- and antibiotic-free meat online and in stores in Uruguay and Miami. Before turning to AWS and Nub8, Gourmeat managed inventory through manual reports from its vendors. “The old system used isolated applications, and it didn’t enable simultaneous access for decision makers across the company,” says Lucia Albanell, CEO and cofounder of Gourmeat. “This resulted in inefficiencies and low confidence in data quality.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":135,"endOffset":139},{"label":"Company","startOffset":141,"endOffset":149},{"label":"Company","startOffset":377,"endOffset":385},{"label":"Person name","startOffset":340,"endOffset":354},{"label":"Job title","startOffset":356,"endOffset":359},{"label":"Job title","startOffset":364,"endOffset":373}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091265","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Pearson Boosts Security and Productivity Using Amazon Elasticsearch Service","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":47,"endOffset":75}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332629","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605408","human-annotated":"yes","entities":[]}}
{"source":"Global educational media company Pearson needed a more efficient way to analyze and gain insights from its log data. With a number of teams in various locations using Elasticsearch—the popular open-source tool for search and log analytics—Pearson found that keeping track of log data and managing updates led to high operating costs. Faced with this, as well as increasingly complex security log management and analysis, the company found a solution on Amazon Web Services (AWS). Pearson quickly saw improvements by migrating from its self-managed open-source Elasticsearch architecture to Amazon Elasticsearch Service, a fully managed service that makes it easy to deploy, secure, and run Elasticsearch cost effectively at scale. Rather than spending considerable time and resources on managing the Elasticsearch clusters on its own, Pearson used the managed Amazon Elasticsearch Service as part of its initiative to modernize its products. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":33,"endOffset":40},{"label":"Company","startOffset":239,"endOffset":246},{"label":"Company","startOffset":480,"endOffset":487},{"label":"Company","startOffset":835,"endOffset":842},{"label":"AWS service","startOffset":167,"endOffset":180},{"label":"AWS service","startOffset":453,"endOffset":479},{"label":"AWS service","startOffset":590,"endOffset":610},{"label":"AWS service","startOffset":860,"endOffset":888}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:47:21.422411","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Shot of two young women using a laptop together in a college library","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":53,"endOffset":68}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.779644","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.850307","human-annotated":"yes","entities":[]}}
{"source":"As we migrate to Amazon Elasticsearch Service, we can start to focus on what’s necessary from a security perspective. We can bring in different skill sets and focus on what’s more important to the company rather than just maintaining standard hardware or infrastructure.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":17,"endOffset":45}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559063","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Muthu Meyyappan","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048123","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"VP of Security Engineering and Product Security Officer, Pearson","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":26},{"label":"Job title","startOffset":31,"endOffset":56},{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:22:09.454285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Meeting the Needs of the Modern World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489354","human-annotated":"yes","entities":[]}}
{"source":"As one of the largest and oldest educational companies in the world, Pearson operates in 70 different countries. The company provides a wide variety of educational content and assessments and other services, which are often specialized for different target audiences. As the company moved toward digitization in the cloud, it began to use AWS services. At first, Pearson used Amazon Elastic Compute Cloud (Amazon EC2)—a web service that provides secure, resizable compute capacity in the cloud—to power its self-managed open-source Elasticsearch. But the company found that a self-managed approach posed several challenges. “One of the major issues we had was with the security portion of the fine-grained access control—we weren’t able to work through that,” says Muthu Meyyappan, vice president of security engineering and product security officer for Pearson. “Another challenge was maintaining the upgrades and the usual service management below the line, which consumed the effort of a full-time engineer to maintain the platform.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":765,"endOffset":780},{"label":"Person name","startOffset":782,"endOffset":796},{"label":"Company","startOffset":854,"endOffset":861},{"label":"Company","startOffset":363,"endOffset":370},{"label":"Job title","startOffset":825,"endOffset":849},{"label":"AWS service","startOffset":376,"endOffset":417}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093195","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In order to iron out its access control to log data and reduce the amount of time spent on updates, Pearson turned to Amazon Elasticsearch Service. “When we were updating the open-source Elasticsearch, it took time to make sure we didn’t miss any data,” says Meyyappan. “We were looking to have someone else take that accountability. If there is data lost, for example, Amazon Elasticsearch Service enables us to go back 14 days and get the index back. Features like that encouraged us to migrate to the managed service.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":100,"endOffset":107},{"label":"AWS service","startOffset":118,"endOffset":147},{"label":"AWS service","startOffset":370,"endOffset":398},{"label":"Person name","startOffset":259,"endOffset":268}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.824989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"TestWe Turns to AWS to Drive Global Expansion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":6},{"label":"AWS service","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617652","human-annotated":"yes","entities":[]}}
{"source":"In 2014, colleagues Clément Régnier and Charles Zhu came across a study that indicated 95 percent of European students owned laptops. However, educational institutions continued to rely on paper-based exams. That’s when Régnier and Zhu decided to launch TestWe, a platform for administering in-class and remote computer-based assessments.  “Students were using their devices for taking notes, research, and sending emails,” says Régnier. “It only made sense for them to use their laptops to take exams as well.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":20,"endOffset":35},{"label":"Person name","startOffset":40,"endOffset":51},{"label":"Person name","startOffset":429,"endOffset":436},{"label":"Person name","startOffset":232,"endOffset":235},{"label":"Person name","startOffset":220,"endOffset":227},{"label":"Company","startOffset":254,"endOffset":260}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.852322","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The TestWe solution gives students the ability to take exams securely, in the classroom or at home. Educational institutions can administer digital exams while eliminating the possibility of students getting help from online resources or other people since the tests are taken offline and recorded by a camera. The TestWe exam process runs in the cloud and can be fully integrated into a school’s learning management system. Additionally, the tests can run directly on any type of student devices.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":10},{"label":"Company","startOffset":315,"endOffset":321}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858864","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Today, TestWe is available in seven different languages and used in countries throughout Western Europe as well as in North and South America. Every year, TestWe helps teachers create millions of test questions.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":7,"endOffset":13},{"label":"Company","startOffset":155,"endOffset":161}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713699","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Student studies outside","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207974","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822867","human-annotated":"yes","entities":[]}}
{"source":"Using AWS services enhances our credibility. Partners and customers know our tests will run reliably and scale easily.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.786257","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Clément Régnier","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.800211","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Cofounder and Chief Commercial Officer, TestWe","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":46},{"label":"Job title","startOffset":0,"endOffset":9},{"label":"Job title","startOffset":14,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.857285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Global Expansion Requires Greater Firepower in the Cloud","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822938","human-annotated":"yes","entities":[]}}
{"source":"In the early years of the company, TestWe relied on a regional cloud-platform provider to host its applications. The company then began to expand to markets throughout Western Europe and into Canada and South America. Régnier and Zhu soon realized they needed to migrate their testing applications to a provider with global capabilities—one that could deliver applications from local regional data centers.  “We wanted to ensure students, teachers, and administrators continued to experience fast performance when interacting with the tests, no matter where they are located,” says Régnier. “And with a larger customer base, we needed to make sure our cloud infrastructure could handle spikes in activity.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":35,"endOffset":41},{"label":"Person name","startOffset":218,"endOffset":225},{"label":"Person name","startOffset":230,"endOffset":233}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721947","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"University of Oxford Introduces a Sector-Leading Image Recognition ML Prototype to Augment Digitization in Numismatics","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":0,"endOffset":20}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130779","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331976","human-annotated":"yes","entities":[]}}
{"source":"The University of Oxford houses 21 million objects in the collections of its Gardens, Libraries \u0026 Museums (GLAM)—artifacts and specimens that are among the world’s most significant. One aspect of GLAM’s mission is to preserve these assets and make them accessible to the world for education and research. However, the organization has only enough space to display about 10 percent of its holdings at a time, and there’s an enormous backlog of artifacts still waiting to be cataloged. To tackle that obstacle, GLAM used Amazon Web Services (AWS) to build an enhanced image recognition system that would help accelerate the process of cataloging artifacts.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":4,"endOffset":24},{"label":"AWS service","startOffset":519,"endOffset":544}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896027","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"The Gardens and Museums IT team used Amazon SageMaker, a fully managed service that provides developers and data scientists with the ability to build, train, and deploy machine learning (ML) models quickly. Powered by Amazon Elastic Compute Cloud (Amazon EC2) instances, the models were trained and deployed at low cost to automatically catalog the extensive coin collection of the Ashmolean Museum—which is the United Kingdom’s first public museum and the world’s first university museum. On AWS, the image recognition system identifies and catalogs coins in a fraction of the time it would take human volunteers to complete the same task.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":53},{"label":"AWS service","startOffset":218,"endOffset":259},{"label":"Education","startOffset":382,"endOffset":398}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858189","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Exterior of the Ashmolean Museum.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489296","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.354552","human-annotated":"yes","entities":[]}}
{"source":"I thought this project would be complex and time consuming, but using AWS made it easy.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048510","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Anjanesh Babu","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417494","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Systems Architect and Network Manager, Gardens and Museums IT, University of Oxford\u0027s Gardens, Libraries \u0026 Museums","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332032","human-annotated":"yes","entities":[]}}
{"source":"Updating Infrastructure and Creating an ML-Based Cataloging System on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780039","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"GLAM comprises four museums—the Ashmolean Museum of Art and Archaeology, the Oxford University Museum of Natural History, the Pitt Rivers Museum, and the History of Science Museum—as well as the Bodleian Libraries and the Oxford Botanic Garden \u0026 Harcourt Arboretum. In 2019, GLAM saw 900,000 visitors to its digital collections. Its 21 million objects include live specimens and plants, historical artifacts, and even images of objects that were damaged, lost, or returned to collectors. “For many years, the museums were not overly active at investing in and managing the information technology infrastructure that underpins all our digital services,” says Anjanesh Babu, systems architect and network manager at Gardens and Museums IT. “After years of underinvestment in outdated infrastructure, the University of Oxford brought together a strategic focus on digital transformation through the GLAM Digital program.” As part of this program, the Digital Estate Improvement project was the foundational part to deliver root and branch improvements to the infrastructure to make it fit to meet the digital aspirations laid out in the objectives. In 2017, the project uploaded 60 TB of digital records to Amazon Simple Storage Service (Amazon S3), an object storage service that offers industry-leading scalability, data availability, security, and performance.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":32,"endOffset":48},{"label":"Education","startOffset":95,"endOffset":120},{"label":"Education","startOffset":126,"endOffset":144},{"label":"Education","startOffset":150,"endOffset":179},{"label":"Education","startOffset":195,"endOffset":213},{"label":"School","startOffset":77,"endOffset":94},{"label":"School","startOffset":802,"endOffset":822},{"label":"Person name","startOffset":658,"endOffset":671},{"label":"AWS service","startOffset":1204,"endOffset":1246}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.357366","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"UFE Mongolia Goes Online in 10 Days with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.720377","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560614","human-annotated":"yes","entities":[]}}
{"source":"UFE-Mongolia_Customer-Reference_Image","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489217","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.208028","human-annotated":"yes","entities":[]}}
{"source":"The University had years and years of content. The challenge was how to move it to the new system. Using AWS, it took us only three days.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560200","human-annotated":"yes","entities":[]}}
{"source":"Ankhtuya Dorisuren","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417859","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Vice President, UFE","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":15},{"label":"Company","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251703","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Founded in 1924, the University of Finance and Economics (UFE) is one of the oldest educational institutions in Mongolia.It has over 6,000 students and more than 300 employees and has successfully been running some online courses using on-premises technology since 2015. However, when the COVID-19 pandemic struck, UFE used Amazon Web Services (AWS) to move all teaching online in less than two weeks, enabling students to continue their studies remotely.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":21,"endOffset":62},{"label":"School","startOffset":315,"endOffset":318},{"label":"Education","startOffset":139,"endOffset":147},{"label":"AWS service","startOffset":324,"endOffset":349}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306448","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"On-Premises Infrastructure Not Up to the Job","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130904","human-annotated":"yes","entities":[]}}
{"source":"At the beginning of 2020, UFE was using a local data center with two local servers. But when more than 400 students tried to access it at once, the system was overloaded, resulting in the entire learning management system going offline. The local power supply was unreliable and the server would need to be restarted manually after every power outage. Ankhtuya Dorisuren, UFE vice president, explains: “This made it really difficult for students taking courses who lived in the countryside and needed to access resources and teaching remotely.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":352,"endOffset":371},{"label":"Company","startOffset":372,"endOffset":375},{"label":"Company","startOffset":26,"endOffset":29},{"label":"Job title","startOffset":376,"endOffset":390}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:50:53.756875","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In late January, the government of Mongolia announced a nationwide lockdown with strict quarantine measures. All educational institutions closed within the space of a week and overseas students were recalled home. This presented UFE with a problem: how to continue providing all students with top-quality teaching while complying with the lockdown restrictions. The speed of implementation was critical, as was the need for an accessible and reliable system. UFE decided to transfer its entire online learning management system to AWS cloud-based infrastructure—and did so within just 10-days.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":229,"endOffset":232},{"label":"Company","startOffset":459,"endOffset":462}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.323417","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi.ru Takes Lockdown Schoolchildren Online with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":50,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049145","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896150","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru became a first responder for education, keeping students learning, when COVID-19 hit. The company provides school-age learning services around the world, including Asia, Canada, Latin America, Russia, South Africa, and the USA. Originally designed for use in the classroom and for extracurricular self-education, its services employ an engaging, gamified approach to enhance education.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604716","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"When the pandemic took hold, schools were shut down and the company found itself having to provide remote learning for a much larger student audience. It rapidly introduced new free services for schools, children, and teachers, providing large-scale informational, methodological support for its school communities.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049220","human-annotated":"yes","entities":[]}}
{"source":"The company soon found that its co-located servers were unable to cope with a massive increase in usage, with more than 240,000 users now on the site at once, compared to around 60,000 previously.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799616","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru turned to Amazon Web Services (AWS) for the urgent migration needed to scale and meet the demand—a migration that was achieved successfully and quickly.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":18,"endOffset":43}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.511131","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi-customer-references","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":4}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249551","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091359","human-annotated":"yes","entities":[]}}
{"source":"The migration took three days. It wasn’t business as usual and we were outside our comfort zone, but it turned out to be fast, smooth, and practically flawless in execution.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306633","human-annotated":"yes","entities":[]}}
{"source":"Alexey Vakhov","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.321907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technical Officer, Uchi.ru","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":25,"endOffset":32}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207249","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Turning to the Cloud to Cope with Overnight Demand","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799545","human-annotated":"yes","entities":[]}}
{"source":"As the sector’s largest educational technology provider, Uchi.ru had some 350,000 Russian speakers access its classroom services at least once a day at the beginning of 2020. When the pandemic hit in March 2020, all schools closed with little notice.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130398","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"The Uchi.ru team responded rapidly, introducing new distance-learning tools and services to support students and teachers. They found extremely high demand for distance learning and as a result, Uchi.ru was on the front line of education provision, no longer an adjunct but of primary importance to the whole school-age education system.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":11},{"label":"Company","startOffset":195,"endOffset":202}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780820","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Pomelo Fashion Enhances Shoppers’ Experience, Increases Revenue Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14},{"label":"AWS service","startOffset":70,"endOffset":88}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721020","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416450","human-annotated":"yes","entities":[]}}
{"source":"Pomelo Fashion, a global fashion e-commerce service based in Southeast Asia, had been displaying items on its website in much the same way since it was founded in 2013. The setup had grown stale, not to mention that the algorithm for displaying the items relied on old data streams with limited inputs and spotty accuracy. So as a fast-growing, innovative startup, Pomelo Fashion set out to create personalized customer experiences that would improve the discoverability of new items and increase revenue—and it needed a solution that would do so at scale. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617575","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion turned to Amazon Web Services (AWS) and used Amazon Personalize, which enables developers to build applications with the same machine learning (ML) technology used by Amazon.com for real-time personalized recommendations. By using Amazon Personalize—and the services of AWS Advanced Technology Partners Segment and Braze—to build fresh sorting and categorizing features, Pomelo Fashion created a unique, personalized shopping experience that boosts customer engagement and more efficiently converts it into sales.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14},{"label":"Company","startOffset":386,"endOffset":400},{"label":"AWS service","startOffset":25,"endOffset":50},{"label":"AWS service","startOffset":60,"endOffset":78},{"label":"AWS service","startOffset":246,"endOffset":264}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.712818","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Smiling attractive young african woman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.248325","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604384","human-annotated":"yes","entities":[]}}
{"source":"When you think of e-commerce, you think of AWS. New services are always coming out on AWS, and support is very good.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.722017","human-annotated":"yes","entities":[]}}
{"source":"Shane Leese","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":11}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Business Intelligence Director, Pomelo Fashion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":30},{"label":"Company","startOffset":32,"endOffset":46}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331901","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Updating a Years-Old Algorithm Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560548","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion sells apparel online and in 18 retail locations throughout Southeast Asia. Shipping to nearly two million customers in more than 50 countries, the company currently employs 500 staff members across its corporate offices, retail stores, and warehouses. Its gross revenue tripled from 2017 to 2018, doubled from 2018 to 2019, and is on track to double in 2020 despite the overall global economy being down—in July 2020 alone, the company reported $7.5 million in revenue. For years, Pomelo Fashion relied on an algorithm that ranked products on category pages—such as “Dresses,” “Blouses,” and “Pants \u0026 Bottoms”—based on page views and sales, blending the trends of the past 30 days with lifetime behaviors, product price, and newest releases. The rank was calculated daily and stored in a database, providing an identical experience for every user by country. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.252030","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Neiman Marcus Increases New Application Speed to Market by 50% on AWS, Improves Digital Selling for Associates","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322695","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130849","human-annotated":"yes","entities":[]}}
{"source":"A luxury household name, Neiman Marcus has a reputation for delivering a first-class, personalized customer service experience. To modernize and enhance that experience, the company wanted to develop Connect, an omnichannel digital selling application that would empower associates to view rich, personalized customer information with the goal of making each customer interaction unforgettable. When the COVID-19 pandemic forced many retail stores to close, the company’s sales moved exclusively online. To continue providing the hallmark experience that had always attracted customers, Neiman Marcus needed to launch Connect quickly to enable associates to perform digital selling. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":25,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322310","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Choosing a serverless architecture with mobile development solutions on Amazon Web Services (AWS) enabled the development team to launch the app much faster than in the 4 months it had originally planned. “Using AWS cloud-native and serverless technologies, we increased our speed to market by at least 50 percent and were able to accelerate the launch of Connect,” says Sriram Vaidyanathan, senior director of omni engineering at Neiman Marcus. This approach also greatly reduced app-building costs and provided developers with more agility for the development and rapid deployment of updates. The app elastically scales to support traffic at any volume for greater cost efficiency, and it has increased","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":72,"endOffset":97},{"label":"Person name","startOffset":371,"endOffset":390},{"label":"Job title","startOffset":392,"endOffset":407},{"label":"Company","startOffset":431,"endOffset":444}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.206638","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785924","human-annotated":"yes","entities":[]}}
{"source":"Female sales associate peruses clothing rack. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.490058","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.719819","human-annotated":"yes","entities":[]}}
{"source":"Using AWS Amplify on a serverless architecture cost us 90 percent less than if we had built the app using a more traditional method. This is a huge win for us.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249887","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Hemanth Jayaraman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207582","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Senior Director of Cloud Engineering, Neiman Marcus","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":36},{"label":"Company","startOffset":38,"endOffset":51}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604308","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Empowering Associates to Elevate the Customer Experience","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416511","human-annotated":"yes","entities":[]}}
{"source":"Neiman Marcus is the flagship brand of the Neiman Marcus Group, a luxury retail organization founded in 1907 and generating $2.6 billion in annual revenue from its subsidiaries. Before Neiman Marcus developed Connect, associates were using an assortment of tools and technologies to provide customer service. Each solution provided a","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768784","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"different piece of information an associate needed to generate a sale. Some of these solutions were outdated, and all of them were creating friction. As a result, they were increasing sell times and decreasing associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.277342","human-annotated":"yes","entities":[]}}
{"source":"AWS for Industries","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280074","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"AWS is How: HelloFresh Delivers a Personalized Experience to Millions of Customers Around the World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559447","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"by Ed Jimenez | on 21 MAY 2021 | in Amazon EMR, Amazon Simple Storage Services (S3), Industries, Retail | Permalink |  Comments |  Share","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":3,"endOffset":13},{"label":"AWS service","startOffset":36,"endOffset":47},{"label":"AWS service","startOffset":48,"endOffset":84}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251089","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Mealtimes are important sources of connection, comfort, and self-care. And though we all have different lifestyles and preferences, we tend to crave similar qualities when it comes to food: variety, novelty, nutrition, convenience, and great taste. In essence, great food experiences are personal experiences that offer plenty of choice and flexibility.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604781","human-annotated":"yes","entities":[]}}
{"source":"HelloFreshEnter HelloFresh, the most popular meal kit in the world. HelloFresh provides fresh, healthy, affordable ingredients and easy-to-follow recipes that are delivered straight to your door. The company also operates a lean and innovative supply chain designed to eliminate food waste, reduce carbon emissions, optimize packaging, and favor local ingredient sourcing. With operations in 14 countries, HelloFresh delivered more than 600 million meals to 5.3 million active customers last year, providing organized, preportioned meal kits tailored to serve different household sizes, schedules, and tastes. The HelloFresh approach to meeting diverse needs, creating new menu options, and providing convenient delivery to each home it serves depends on two crucial ingredients: maintaining a deep understanding of its customers and staying agile across every aspect of its business, including product development, production, and distribution.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":11},{"label":"Company","startOffset":16,"endOffset":26},{"label":"Company","startOffset":68,"endOffset":78}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.250807","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"This is why HelloFresh uses Amazon Web Services (AWS). With AWS, HelloFresh gets a reliable, global cloud infrastructure that easily scales to support the company’s growth around the world. With the help of AWS consultation and expertise, HelloFresh has modernized its data capabilities, moving from its legacy database to a data lake where it can centralize storage of both structured and unstructured data. This makes it easier for HelloFresh to bring together information from multiple data sources and use analytics tools to gather insights that it can use to improve its services and create new offerings for customers. Using AWS, HelloFresh maintains a closer connection to changing customer preferences and the flexibility to quickly adapt its meal offerings and delivery services.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22},{"label":"Company","startOffset":65,"endOffset":75},{"label":"Company","startOffset":239,"endOffset":249},{"label":"Company","startOffset":434,"endOffset":444},{"label":"Company","startOffset":636,"endOffset":646},{"label":"AWS service","startOffset":28,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237045","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"HelloFresh runs much of its data management on Amazon Simple Storage Service (Amazon S3), a service that offers industry-leading scalability, data availability, security, and performance. It also uses Amazon Relational Database Service (Amazon RDS) for automating time-consuming administration tasks related to database management, such as hardware provisioning, database setup, patching, and backups. Also important to HelloFresh data management is Amazon EMR, a big data platform that makes it easier to process vast amounts of data using open source tools.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10},{"label":"Company","startOffset":420,"endOffset":430},{"label":"AWS service","startOffset":47,"endOffset":88},{"label":"AWS service","startOffset":201,"endOffset":248},{"label":"AWS service","startOffset":450,"endOffset":460}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.238855","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"See how HelloFresh is using AWS to deliver personalized customer experiences in the new “AWS Is How” campaign. Learn how retail companies can use AWS to build solutions that enhance customer experiences and deliver insights that improve operations.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":8,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237409","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"BigBasket Grows Bigger with 400,000 Daily Orders on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"AWS service","startOffset":52,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249202","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.305036","human-annotated":"yes","entities":[]}}
{"source":"Traffic Spikes Sixfold during Lockdown","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799664","human-annotated":"yes","entities":[]}}
{"source":"The online grocery market in India is competitive and value-driven, with some 20 companies vying for shoppers in a market that’s expected to hit $10.5 billion by 2023. The central government’s development of smart cities includes infrastructure to support the growth of ecommerce, and many large companies are making plays to get in on the action.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:50:20.090363","human-annotated":"yes","entities":[]}}
{"source":"BigBasket, India’s largest online grocery, has been in business since 2011. Customer retention is at the heart of its strategy, as well as a hyper-local approach to inventory. BigBasket is available in 21 cities and runs its infrastructure on the Amazon Web Services (AWS) Cloud. The business had been growing 20–30 percent each year, but when COVID-19 struck and India went into lockdown, BigBasket faced unprecedented demand. Daily traffic was suddenly six times higher than pre–COVID-19 peaks.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":176,"endOffset":185},{"label":"AWS service","startOffset":247,"endOffset":278}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785848","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Big Basket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417064","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332699","human-annotated":"yes","entities":[]}}
{"source":"With AWS, we have all the pieces of the puzzle to smoothly run a large ecommerce architecture.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713782","human-annotated":"yes","entities":[]}}
{"source":"Rakshit Daga","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":12}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559800","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technology Officer, BigBasket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":26,"endOffset":35}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.823761","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":" ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306580","human-annotated":"yes","entities":[]}}
{"source":"Microservices and Containers Boost Efficiency","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780106","human-annotated":"yes","entities":[]}}
{"source":"BigBasket subscribes to AWS Enterprise Support and immediately consulted with the AWS team for advice on scaling its architecture efficiently. “AWS Enterprise Support has been our go-to destination for all queries when we’re building something new or maintaining and enhancing existing functions,” says Rakshit Daga, chief technology officer at BigBasket. “Given the breadth of AWS solutions we use, we have questions on all kinds of topics, and Enterprise Support connects us to the right person quickly.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":345,"endOffset":354},{"label":"AWS service","startOffset":24,"endOffset":46},{"label":"Person name","startOffset":303,"endOffset":315},{"label":"Job title","startOffset":317,"endOffset":341}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768432","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The company had already begun shifting to asynchronous work queues in 2018, isolating workloads into containers and breaking up its monolithic architecture. However, the onset of the 2020 lockdown shifted this process into high gear. By mid-2020, the company was fully containerized with 60 microservices running on Kubernetes.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896096","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat Boosts Efficiency and Productivity by 40% on Amazon Lightsail","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":54,"endOffset":70},{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280786","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093274","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat, a meat boutique founded in Uruguay and with US operations in Miami, Florida, was using Microsoft Excel spreadsheets to manage isolated inventories manually, but this time-consuming process was hampering its growth. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560132","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Looking to modernize its data solution, Gourmeat turned to Amazon Web Services (AWS) and AWS Select Consulting Partner Nub8. Within weeks, the company had a new inventory management system hosted on Amazon Lightsail, a simple-to-use virtual private server that offers everything needed to build a web application. Gourmeat’s integrated cloud-based inventory application reduces time spent on inventory management, maintains reliable and secure data, and enables key decision makers in the company to have simultaneous data access.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":48},{"label":"Company","startOffset":119,"endOffset":124},{"label":"Company","startOffset":314,"endOffset":323},{"label":"AWS service","startOffset":59,"endOffset":84},{"label":"AWS service","startOffset":199,"endOffset":216}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.512598","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Gourmeat storefront","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.895399","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416358","human-annotated":"yes","entities":[]}}
{"source":"Once we started using the solution built on Amazon Lightsail, inventory management and report creation went from approximately 4 hours a week to less than 20 minutes.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":44,"endOffset":61}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605738","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Lucia Albanell","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.784897","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"CEO and cofounder, Gourmeat","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":18},{"label":"Company","startOffset":19,"endOffset":27}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605341","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Moving to Integrated Inventory Management","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306526","human-annotated":"yes","entities":[]}}
{"source":"Founded in 2013, Gourmeat sells hormone- and antibiotic-free meat online and in stores in Uruguay and Miami. Before turning to AWS and Nub8, Gourmeat managed inventory through manual reports from its vendors. “The old system used isolated applications, and it didn’t enable simultaneous access for decision makers across the company,” says Lucia Albanell, CEO and cofounder of Gourmeat. “This resulted in inefficiencies and low confidence in data quality.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":135,"endOffset":139},{"label":"Company","startOffset":141,"endOffset":149},{"label":"Company","startOffset":377,"endOffset":385},{"label":"Person name","startOffset":340,"endOffset":354},{"label":"Job title","startOffset":356,"endOffset":359},{"label":"Job title","startOffset":364,"endOffset":373}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091265","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Pearson Boosts Security and Productivity Using Amazon Elasticsearch Service","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":47,"endOffset":75}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332629","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605408","human-annotated":"yes","entities":[]}}
{"source":"Global educational media company Pearson needed a more efficient way to analyze and gain insights from its log data. With a number of teams in various locations using Elasticsearch—the popular open-source tool for search and log analytics—Pearson found that keeping track of log data and managing updates led to high operating costs. Faced with this, as well as increasingly complex security log management and analysis, the company found a solution on Amazon Web Services (AWS). Pearson quickly saw improvements by migrating from its self-managed open-source Elasticsearch architecture to Amazon Elasticsearch Service, a fully managed service that makes it easy to deploy, secure, and run Elasticsearch cost effectively at scale. Rather than spending considerable time and resources on managing the Elasticsearch clusters on its own, Pearson used the managed Amazon Elasticsearch Service as part of its initiative to modernize its products. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":33,"endOffset":40},{"label":"Company","startOffset":239,"endOffset":246},{"label":"Company","startOffset":480,"endOffset":487},{"label":"Company","startOffset":835,"endOffset":842},{"label":"AWS service","startOffset":167,"endOffset":180},{"label":"AWS service","startOffset":453,"endOffset":479},{"label":"AWS service","startOffset":590,"endOffset":610},{"label":"AWS service","startOffset":860,"endOffset":888}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:47:21.422411","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Shot of two young women using a laptop together in a college library","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":53,"endOffset":68}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.779644","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.850307","human-annotated":"yes","entities":[]}}
{"source":"As we migrate to Amazon Elasticsearch Service, we can start to focus on what’s necessary from a security perspective. We can bring in different skill sets and focus on what’s more important to the company rather than just maintaining standard hardware or infrastructure.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":17,"endOffset":45}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559063","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Muthu Meyyappan","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048123","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"VP of Security Engineering and Product Security Officer, Pearson","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":26},{"label":"Job title","startOffset":31,"endOffset":56},{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:22:09.454285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Meeting the Needs of the Modern World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489354","human-annotated":"yes","entities":[]}}
{"source":"As one of the largest and oldest educational companies in the world, Pearson operates in 70 different countries. The company provides a wide variety of educational content and assessments and other services, which are often specialized for different target audiences. As the company moved toward digitization in the cloud, it began to use AWS services. At first, Pearson used Amazon Elastic Compute Cloud (Amazon EC2)—a web service that provides secure, resizable compute capacity in the cloud—to power its self-managed open-source Elasticsearch. But the company found that a self-managed approach posed several challenges. “One of the major issues we had was with the security portion of the fine-grained access control—we weren’t able to work through that,” says Muthu Meyyappan, vice president of security engineering and product security officer for Pearson. “Another challenge was maintaining the upgrades and the usual service management below the line, which consumed the effort of a full-time engineer to maintain the platform.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":765,"endOffset":780},{"label":"Person name","startOffset":782,"endOffset":796},{"label":"Company","startOffset":854,"endOffset":861},{"label":"Company","startOffset":363,"endOffset":370},{"label":"Job title","startOffset":825,"endOffset":849},{"label":"AWS service","startOffset":376,"endOffset":417}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093195","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In order to iron out its access control to log data and reduce the amount of time spent on updates, Pearson turned to Amazon Elasticsearch Service. “When we were updating the open-source Elasticsearch, it took time to make sure we didn’t miss any data,” says Meyyappan. “We were looking to have someone else take that accountability. If there is data lost, for example, Amazon Elasticsearch Service enables us to go back 14 days and get the index back. Features like that encouraged us to migrate to the managed service.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":100,"endOffset":107},{"label":"AWS service","startOffset":118,"endOffset":147},{"label":"AWS service","startOffset":370,"endOffset":398},{"label":"Person name","startOffset":259,"endOffset":268}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.824989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"TestWe Turns to AWS to Drive Global Expansion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":6},{"label":"AWS service","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617652","human-annotated":"yes","entities":[]}}
{"source":"In 2014, colleagues Clément Régnier and Charles Zhu came across a study that indicated 95 percent of European students owned laptops. However, educational institutions continued to rely on paper-based exams. That’s when Régnier and Zhu decided to launch TestWe, a platform for administering in-class and remote computer-based assessments.  “Students were using their devices for taking notes, research, and sending emails,” says Régnier. “It only made sense for them to use their laptops to take exams as well.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":20,"endOffset":35},{"label":"Person name","startOffset":40,"endOffset":51},{"label":"Person name","startOffset":429,"endOffset":436},{"label":"Person name","startOffset":232,"endOffset":235},{"label":"Person name","startOffset":220,"endOffset":227},{"label":"Company","startOffset":254,"endOffset":260}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.852322","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The TestWe solution gives students the ability to take exams securely, in the classroom or at home. Educational institutions can administer digital exams while eliminating the possibility of students getting help from online resources or other people since the tests are taken offline and recorded by a camera. The TestWe exam process runs in the cloud and can be fully integrated into a school’s learning management system. Additionally, the tests can run directly on any type of student devices.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":10},{"label":"Company","startOffset":315,"endOffset":321}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858864","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Today, TestWe is available in seven different languages and used in countries throughout Western Europe as well as in North and South America. Every year, TestWe helps teachers create millions of test questions.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":7,"endOffset":13},{"label":"Company","startOffset":155,"endOffset":161}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713699","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Student studies outside","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207974","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822867","human-annotated":"yes","entities":[]}}
{"source":"Using AWS services enhances our credibility. Partners and customers know our tests will run reliably and scale easily.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.786257","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Clément Régnier","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.800211","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Cofounder and Chief Commercial Officer, TestWe","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":46},{"label":"Job title","startOffset":0,"endOffset":9},{"label":"Job title","startOffset":14,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.857285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Global Expansion Requires Greater Firepower in the Cloud","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822938","human-annotated":"yes","entities":[]}}
{"source":"In the early years of the company, TestWe relied on a regional cloud-platform provider to host its applications. The company then began to expand to markets throughout Western Europe and into Canada and South America. Régnier and Zhu soon realized they needed to migrate their testing applications to a provider with global capabilities—one that could deliver applications from local regional data centers.  “We wanted to ensure students, teachers, and administrators continued to experience fast performance when interacting with the tests, no matter where they are located,” says Régnier. “And with a larger customer base, we needed to make sure our cloud infrastructure could handle spikes in activity.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":35,"endOffset":41},{"label":"Person name","startOffset":218,"endOffset":225},{"label":"Person name","startOffset":230,"endOffset":233}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721947","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"University of Oxford Introduces a Sector-Leading Image Recognition ML Prototype to Augment Digitization in Numismatics","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":0,"endOffset":20}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130779","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331976","human-annotated":"yes","entities":[]}}
{"source":"The University of Oxford houses 21 million objects in the collections of its Gardens, Libraries \u0026 Museums (GLAM)—artifacts and specimens that are among the world’s most significant. One aspect of GLAM’s mission is to preserve these assets and make them accessible to the world for education and research. However, the organization has only enough space to display about 10 percent of its holdings at a time, and there’s an enormous backlog of artifacts still waiting to be cataloged. To tackle that obstacle, GLAM used Amazon Web Services (AWS) to build an enhanced image recognition system that would help accelerate the process of cataloging artifacts.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":4,"endOffset":24},{"label":"AWS service","startOffset":519,"endOffset":544}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896027","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"The Gardens and Museums IT team used Amazon SageMaker, a fully managed service that provides developers and data scientists with the ability to build, train, and deploy machine learning (ML) models quickly. Powered by Amazon Elastic Compute Cloud (Amazon EC2) instances, the models were trained and deployed at low cost to automatically catalog the extensive coin collection of the Ashmolean Museum—which is the United Kingdom’s first public museum and the world’s first university museum. On AWS, the image recognition system identifies and catalogs coins in a fraction of the time it would take human volunteers to complete the same task.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":53},{"label":"AWS service","startOffset":218,"endOffset":259},{"label":"Education","startOffset":382,"endOffset":398}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858189","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Exterior of the Ashmolean Museum.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489296","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.354552","human-annotated":"yes","entities":[]}}
{"source":"I thought this project would be complex and time consuming, but using AWS made it easy.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048510","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Anjanesh Babu","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417494","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Systems Architect and Network Manager, Gardens and Museums IT, University of Oxford\u0027s Gardens, Libraries \u0026 Museums","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332032","human-annotated":"yes","entities":[]}}
{"source":"Updating Infrastructure and Creating an ML-Based Cataloging System on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780039","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"GLAM comprises four museums—the Ashmolean Museum of Art and Archaeology, the Oxford University Museum of Natural History, the Pitt Rivers Museum, and the History of Science Museum—as well as the Bodleian Libraries and the Oxford Botanic Garden \u0026 Harcourt Arboretum. In 2019, GLAM saw 900,000 visitors to its digital collections. Its 21 million objects include live specimens and plants, historical artifacts, and even images of objects that were damaged, lost, or returned to collectors. “For many years, the museums were not overly active at investing in and managing the information technology infrastructure that underpins all our digital services,” says Anjanesh Babu, systems architect and network manager at Gardens and Museums IT. “After years of underinvestment in outdated infrastructure, the University of Oxford brought together a strategic focus on digital transformation through the GLAM Digital program.” As part of this program, the Digital Estate Improvement project was the foundational part to deliver root and branch improvements to the infrastructure to make it fit to meet the digital aspirations laid out in the objectives. In 2017, the project uploaded 60 TB of digital records to Amazon Simple Storage Service (Amazon S3), an object storage service that offers industry-leading scalability, data availability, security, and performance.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":32,"endOffset":48},{"label":"Education","startOffset":95,"endOffset":120},{"label":"Education","startOffset":126,"endOffset":144},{"label":"Education","startOffset":150,"endOffset":179},{"label":"Education","startOffset":195,"endOffset":213},{"label":"School","startOffset":77,"endOffset":94},{"label":"School","startOffset":802,"endOffset":822},{"label":"Person name","startOffset":658,"endOffset":671},{"label":"AWS service","startOffset":1204,"endOffset":1246}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.357366","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"UFE Mongolia Goes Online in 10 Days with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.720377","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560614","human-annotated":"yes","entities":[]}}
{"source":"UFE-Mongolia_Customer-Reference_Image","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489217","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.208028","human-annotated":"yes","entities":[]}}
{"source":"The University had years and years of content. The challenge was how to move it to the new system. Using AWS, it took us only three days.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560200","human-annotated":"yes","entities":[]}}
{"source":"Ankhtuya Dorisuren","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417859","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Vice President, UFE","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":15},{"label":"Company","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251703","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Founded in 1924, the University of Finance and Economics (UFE) is one of the oldest educational institutions in Mongolia.It has over 6,000 students and more than 300 employees and has successfully been running some online courses using on-premises technology since 2015. However, when the COVID-19 pandemic struck, UFE used Amazon Web Services (AWS) to move all teaching online in less than two weeks, enabling students to continue their studies remotely.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":21,"endOffset":62},{"label":"School","startOffset":315,"endOffset":318},{"label":"Education","startOffset":139,"endOffset":147},{"label":"AWS service","startOffset":324,"endOffset":349}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306448","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"On-Premises Infrastructure Not Up to the Job","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130904","human-annotated":"yes","entities":[]}}
{"source":"At the beginning of 2020, UFE was using a local data center with two local servers. But when more than 400 students tried to access it at once, the system was overloaded, resulting in the entire learning management system going offline. The local power supply was unreliable and the server would need to be restarted manually after every power outage. Ankhtuya Dorisuren, UFE vice president, explains: “This made it really difficult for students taking courses who lived in the countryside and needed to access resources and teaching remotely.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":352,"endOffset":371},{"label":"Company","startOffset":372,"endOffset":375},{"label":"Company","startOffset":26,"endOffset":29},{"label":"Job title","startOffset":376,"endOffset":390}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:50:53.756875","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In late January, the government of Mongolia announced a nationwide lockdown with strict quarantine measures. All educational institutions closed within the space of a week and overseas students were recalled home. This presented UFE with a problem: how to continue providing all students with top-quality teaching while complying with the lockdown restrictions. The speed of implementation was critical, as was the need for an accessible and reliable system. UFE decided to transfer its entire online learning management system to AWS cloud-based infrastructure—and did so within just 10-days.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":229,"endOffset":232},{"label":"Company","startOffset":459,"endOffset":462}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.323417","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi.ru Takes Lockdown Schoolchildren Online with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":50,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049145","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896150","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru became a first responder for education, keeping students learning, when COVID-19 hit. The company provides school-age learning services around the world, including Asia, Canada, Latin America, Russia, South Africa, and the USA. Originally designed for use in the classroom and for extracurricular self-education, its services employ an engaging, gamified approach to enhance education.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604716","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"When the pandemic took hold, schools were shut down and the company found itself having to provide remote learning for a much larger student audience. It rapidly introduced new free services for schools, children, and teachers, providing large-scale informational, methodological support for its school communities.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049220","human-annotated":"yes","entities":[]}}
{"source":"The company soon found that its co-located servers were unable to cope with a massive increase in usage, with more than 240,000 users now on the site at once, compared to around 60,000 previously.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799616","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru turned to Amazon Web Services (AWS) for the urgent migration needed to scale and meet the demand—a migration that was achieved successfully and quickly.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":18,"endOffset":43}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.511131","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi-customer-references","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":4}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249551","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091359","human-annotated":"yes","entities":[]}}
{"source":"The migration took three days. It wasn’t business as usual and we were outside our comfort zone, but it turned out to be fast, smooth, and practically flawless in execution.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306633","human-annotated":"yes","entities":[]}}
{"source":"Alexey Vakhov","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.321907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technical Officer, Uchi.ru","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":25,"endOffset":32}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207249","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Turning to the Cloud to Cope with Overnight Demand","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799545","human-annotated":"yes","entities":[]}}
{"source":"As the sector’s largest educational technology provider, Uchi.ru had some 350,000 Russian speakers access its classroom services at least once a day at the beginning of 2020. When the pandemic hit in March 2020, all schools closed with little notice.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130398","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"The Uchi.ru team responded rapidly, introducing new distance-learning tools and services to support students and teachers. They found extremely high demand for distance learning and as a result, Uchi.ru was on the front line of education provision, no longer an adjunct but of primary importance to the whole school-age education system.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":11},{"label":"Company","startOffset":195,"endOffset":202}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780820","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Pomelo Fashion Enhances Shoppers’ Experience, Increases Revenue Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14},{"label":"AWS service","startOffset":70,"endOffset":88}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721020","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416450","human-annotated":"yes","entities":[]}}
{"source":"Pomelo Fashion, a global fashion e-commerce service based in Southeast Asia, had been displaying items on its website in much the same way since it was founded in 2013. The setup had grown stale, not to mention that the algorithm for displaying the items relied on old data streams with limited inputs and spotty accuracy. So as a fast-growing, innovative startup, Pomelo Fashion set out to create personalized customer experiences that would improve the discoverability of new items and increase revenue—and it needed a solution that would do so at scale. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617575","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion turned to Amazon Web Services (AWS) and used Amazon Personalize, which enables developers to build applications with the same machine learning (ML) technology used by Amazon.com for real-time personalized recommendations. By using Amazon Personalize—and the services of AWS Advanced Technology Partners Segment and Braze—to build fresh sorting and categorizing features, Pomelo Fashion created a unique, personalized shopping experience that boosts customer engagement and more efficiently converts it into sales.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14},{"label":"Company","startOffset":386,"endOffset":400},{"label":"AWS service","startOffset":25,"endOffset":50},{"label":"AWS service","startOffset":60,"endOffset":78},{"label":"AWS service","startOffset":246,"endOffset":264}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.712818","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Smiling attractive young african woman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.248325","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604384","human-annotated":"yes","entities":[]}}
{"source":"When you think of e-commerce, you think of AWS. New services are always coming out on AWS, and support is very good.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.722017","human-annotated":"yes","entities":[]}}
{"source":"Shane Leese","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":11}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Business Intelligence Director, Pomelo Fashion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":30},{"label":"Company","startOffset":32,"endOffset":46}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331901","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Updating a Years-Old Algorithm Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560548","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion sells apparel online and in 18 retail locations throughout Southeast Asia. Shipping to nearly two million customers in more than 50 countries, the company currently employs 500 staff members across its corporate offices, retail stores, and warehouses. Its gross revenue tripled from 2017 to 2018, doubled from 2018 to 2019, and is on track to double in 2020 despite the overall global economy being down—in July 2020 alone, the company reported $7.5 million in revenue. For years, Pomelo Fashion relied on an algorithm that ranked products on category pages—such as “Dresses,” “Blouses,” and “Pants \u0026 Bottoms”—based on page views and sales, blending the trends of the past 30 days with lifetime behaviors, product price, and newest releases. The rank was calculated daily and stored in a database, providing an identical experience for every user by country. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.252030","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Neiman Marcus Increases New Application Speed to Market by 50% on AWS, Improves Digital Selling for Associates","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322695","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130849","human-annotated":"yes","entities":[]}}
{"source":"A luxury household name, Neiman Marcus has a reputation for delivering a first-class, personalized customer service experience. To modernize and enhance that experience, the company wanted to develop Connect, an omnichannel digital selling application that would empower associates to view rich, personalized customer information with the goal of making each customer interaction unforgettable. When the COVID-19 pandemic forced many retail stores to close, the company’s sales moved exclusively online. To continue providing the hallmark experience that had always attracted customers, Neiman Marcus needed to launch Connect quickly to enable associates to perform digital selling. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":25,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322310","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Choosing a serverless architecture with mobile development solutions on Amazon Web Services (AWS) enabled the development team to launch the app much faster than in the 4 months it had originally planned. “Using AWS cloud-native and serverless technologies, we increased our speed to market by at least 50 percent and were able to accelerate the launch of Connect,” says Sriram Vaidyanathan, senior director of omni engineering at Neiman Marcus. This approach also greatly reduced app-building costs and provided developers with more agility for the development and rapid deployment of updates. The app elastically scales to support traffic at any volume for greater cost efficiency, and it has increased","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":72,"endOffset":97},{"label":"Person name","startOffset":371,"endOffset":390},{"label":"Job title","startOffset":392,"endOffset":407},{"label":"Company","startOffset":431,"endOffset":444}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.206638","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785924","human-annotated":"yes","entities":[]}}
{"source":"Female sales associate peruses clothing rack. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.490058","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.719819","human-annotated":"yes","entities":[]}}
{"source":"Using AWS Amplify on a serverless architecture cost us 90 percent less than if we had built the app using a more traditional method. This is a huge win for us.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249887","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Hemanth Jayaraman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207582","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Senior Director of Cloud Engineering, Neiman Marcus","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":36},{"label":"Company","startOffset":38,"endOffset":51}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604308","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Empowering Associates to Elevate the Customer Experience","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416511","human-annotated":"yes","entities":[]}}
{"source":"Neiman Marcus is the flagship brand of the Neiman Marcus Group, a luxury retail organization founded in 1907 and generating $2.6 billion in annual revenue from its subsidiaries. Before Neiman Marcus developed Connect, associates were using an assortment of tools and technologies to provide customer service. Each solution provided a","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768784","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"different piece of information an associate needed to generate a sale. Some of these solutions were outdated, and all of them were creating friction. As a result, they were increasing sell times and decreasing associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.277342","human-annotated":"yes","entities":[]}}
{"source":"AWS for Industries","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280074","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"AWS is How: HelloFresh Delivers a Personalized Experience to Millions of Customers Around the World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559447","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"by Ed Jimenez | on 21 MAY 2021 | in Amazon EMR, Amazon Simple Storage Services (S3), Industries, Retail | Permalink |  Comments |  Share","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":3,"endOffset":13},{"label":"AWS service","startOffset":36,"endOffset":47},{"label":"AWS service","startOffset":48,"endOffset":84}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251089","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Mealtimes are important sources of connection, comfort, and self-care. And though we all have different lifestyles and preferences, we tend to crave similar qualities when it comes to food: variety, novelty, nutrition, convenience, and great taste. In essence, great food experiences are personal experiences that offer plenty of choice and flexibility.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604781","human-annotated":"yes","entities":[]}}
{"source":"HelloFreshEnter HelloFresh, the most popular meal kit in the world. HelloFresh provides fresh, healthy, affordable ingredients and easy-to-follow recipes that are delivered straight to your door. The company also operates a lean and innovative supply chain designed to eliminate food waste, reduce carbon emissions, optimize packaging, and favor local ingredient sourcing. With operations in 14 countries, HelloFresh delivered more than 600 million meals to 5.3 million active customers last year, providing organized, preportioned meal kits tailored to serve different household sizes, schedules, and tastes. The HelloFresh approach to meeting diverse needs, creating new menu options, and providing convenient delivery to each home it serves depends on two crucial ingredients: maintaining a deep understanding of its customers and staying agile across every aspect of its business, including product development, production, and distribution.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":11},{"label":"Company","startOffset":16,"endOffset":26},{"label":"Company","startOffset":68,"endOffset":78}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.250807","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"This is why HelloFresh uses Amazon Web Services (AWS). With AWS, HelloFresh gets a reliable, global cloud infrastructure that easily scales to support the company’s growth around the world. With the help of AWS consultation and expertise, HelloFresh has modernized its data capabilities, moving from its legacy database to a data lake where it can centralize storage of both structured and unstructured data. This makes it easier for HelloFresh to bring together information from multiple data sources and use analytics tools to gather insights that it can use to improve its services and create new offerings for customers. Using AWS, HelloFresh maintains a closer connection to changing customer preferences and the flexibility to quickly adapt its meal offerings and delivery services.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22},{"label":"Company","startOffset":65,"endOffset":75},{"label":"Company","startOffset":239,"endOffset":249},{"label":"Company","startOffset":434,"endOffset":444},{"label":"Company","startOffset":636,"endOffset":646},{"label":"AWS service","startOffset":28,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237045","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"HelloFresh runs much of its data management on Amazon Simple Storage Service (Amazon S3), a service that offers industry-leading scalability, data availability, security, and performance. It also uses Amazon Relational Database Service (Amazon RDS) for automating time-consuming administration tasks related to database management, such as hardware provisioning, database setup, patching, and backups. Also important to HelloFresh data management is Amazon EMR, a big data platform that makes it easier to process vast amounts of data using open source tools.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10},{"label":"Company","startOffset":420,"endOffset":430},{"label":"AWS service","startOffset":47,"endOffset":88},{"label":"AWS service","startOffset":201,"endOffset":248},{"label":"AWS service","startOffset":450,"endOffset":460}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.238855","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"See how HelloFresh is using AWS to deliver personalized customer experiences in the new “AWS Is How” campaign. Learn how retail companies can use AWS to build solutions that enhance customer experiences and deliver insights that improve operations.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":8,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237409","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"BigBasket Grows Bigger with 400,000 Daily Orders on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"AWS service","startOffset":52,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249202","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.305036","human-annotated":"yes","entities":[]}}
{"source":"Traffic Spikes Sixfold during Lockdown","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799664","human-annotated":"yes","entities":[]}}
{"source":"The online grocery market in India is competitive and value-driven, with some 20 companies vying for shoppers in a market that’s expected to hit $10.5 billion by 2023. The central government’s development of smart cities includes infrastructure to support the growth of ecommerce, and many large companies are making plays to get in on the action.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:50:20.090363","human-annotated":"yes","entities":[]}}
{"source":"BigBasket, India’s largest online grocery, has been in business since 2011. Customer retention is at the heart of its strategy, as well as a hyper-local approach to inventory. BigBasket is available in 21 cities and runs its infrastructure on the Amazon Web Services (AWS) Cloud. The business had been growing 20–30 percent each year, but when COVID-19 struck and India went into lockdown, BigBasket faced unprecedented demand. Daily traffic was suddenly six times higher than pre–COVID-19 peaks.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":176,"endOffset":185},{"label":"AWS service","startOffset":247,"endOffset":278}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785848","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Big Basket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417064","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332699","human-annotated":"yes","entities":[]}}
{"source":"With AWS, we have all the pieces of the puzzle to smoothly run a large ecommerce architecture.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713782","human-annotated":"yes","entities":[]}}
{"source":"Rakshit Daga","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":12}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559800","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technology Officer, BigBasket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":26,"endOffset":35}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.823761","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":" ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306580","human-annotated":"yes","entities":[]}}
{"source":"Microservices and Containers Boost Efficiency","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780106","human-annotated":"yes","entities":[]}}
{"source":"BigBasket subscribes to AWS Enterprise Support and immediately consulted with the AWS team for advice on scaling its architecture efficiently. “AWS Enterprise Support has been our go-to destination for all queries when we’re building something new or maintaining and enhancing existing functions,” says Rakshit Daga, chief technology officer at BigBasket. “Given the breadth of AWS solutions we use, we have questions on all kinds of topics, and Enterprise Support connects us to the right person quickly.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":345,"endOffset":354},{"label":"AWS service","startOffset":24,"endOffset":46},{"label":"Person name","startOffset":303,"endOffset":315},{"label":"Job title","startOffset":317,"endOffset":341}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768432","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The company had already begun shifting to asynchronous work queues in 2018, isolating workloads into containers and breaking up its monolithic architecture. However, the onset of the 2020 lockdown shifted this process into high gear. By mid-2020, the company was fully containerized with 60 microservices running on Kubernetes.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896096","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat Boosts Efficiency and Productivity by 40% on Amazon Lightsail","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":54,"endOffset":70},{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280786","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093274","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat, a meat boutique founded in Uruguay and with US operations in Miami, Florida, was using Microsoft Excel spreadsheets to manage isolated inventories manually, but this time-consuming process was hampering its growth. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560132","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Looking to modernize its data solution, Gourmeat turned to Amazon Web Services (AWS) and AWS Select Consulting Partner Nub8. Within weeks, the company had a new inventory management system hosted on Amazon Lightsail, a simple-to-use virtual private server that offers everything needed to build a web application. Gourmeat’s integrated cloud-based inventory application reduces time spent on inventory management, maintains reliable and secure data, and enables key decision makers in the company to have simultaneous data access.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":48},{"label":"Company","startOffset":119,"endOffset":124},{"label":"Company","startOffset":314,"endOffset":323},{"label":"AWS service","startOffset":59,"endOffset":84},{"label":"AWS service","startOffset":199,"endOffset":216}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.512598","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Gourmeat storefront","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.895399","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416358","human-annotated":"yes","entities":[]}}
{"source":"Once we started using the solution built on Amazon Lightsail, inventory management and report creation went from approximately 4 hours a week to less than 20 minutes.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":44,"endOffset":61}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605738","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Lucia Albanell","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.784897","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"CEO and cofounder, Gourmeat","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":18},{"label":"Company","startOffset":19,"endOffset":27}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605341","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Moving to Integrated Inventory Management","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306526","human-annotated":"yes","entities":[]}}
{"source":"Founded in 2013, Gourmeat sells hormone- and antibiotic-free meat online and in stores in Uruguay and Miami. Before turning to AWS and Nub8, Gourmeat managed inventory through manual reports from its vendors. “The old system used isolated applications, and it didn’t enable simultaneous access for decision makers across the company,” says Lucia Albanell, CEO and cofounder of Gourmeat. “This resulted in inefficiencies and low confidence in data quality.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":135,"endOffset":139},{"label":"Company","startOffset":141,"endOffset":149},{"label":"Company","startOffset":377,"endOffset":385},{"label":"Person name","startOffset":340,"endOffset":354},{"label":"Job title","startOffset":356,"endOffset":359},{"label":"Job title","startOffset":364,"endOffset":373}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091265","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"AWS for Industries","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280074","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"AWS is How: HelloFresh Delivers a Personalized Experience to Millions of Customers Around the World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559447","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"by Ed Jimenez | on 21 MAY 2021 | in Amazon EMR, Amazon Simple Storage Services (S3), Industries, Retail | Permalink |  Comments |  Share","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":3,"endOffset":13},{"label":"AWS service","startOffset":36,"endOffset":47},{"label":"AWS service","startOffset":48,"endOffset":84}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251089","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Mealtimes are important sources of connection, comfort, and self-care. And though we all have different lifestyles and preferences, we tend to crave similar qualities when it comes to food: variety, novelty, nutrition, convenience, and great taste. In essence, great food experiences are personal experiences that offer plenty of choice and flexibility.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604781","human-annotated":"yes","entities":[]}}
{"source":"HelloFreshEnter HelloFresh, the most popular meal kit in the world. HelloFresh provides fresh, healthy, affordable ingredients and easy-to-follow recipes that are delivered straight to your door. The company also operates a lean and innovative supply chain designed to eliminate food waste, reduce carbon emissions, optimize packaging, and favor local ingredient sourcing. With operations in 14 countries, HelloFresh delivered more than 600 million meals to 5.3 million active customers last year, providing organized, preportioned meal kits tailored to serve different household sizes, schedules, and tastes. The HelloFresh approach to meeting diverse needs, creating new menu options, and providing convenient delivery to each home it serves depends on two crucial ingredients: maintaining a deep understanding of its customers and staying agile across every aspect of its business, including product development, production, and distribution.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":11},{"label":"Company","startOffset":16,"endOffset":26},{"label":"Company","startOffset":68,"endOffset":78}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.250807","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"This is why HelloFresh uses Amazon Web Services (AWS). With AWS, HelloFresh gets a reliable, global cloud infrastructure that easily scales to support the company’s growth around the world. With the help of AWS consultation and expertise, HelloFresh has modernized its data capabilities, moving from its legacy database to a data lake where it can centralize storage of both structured and unstructured data. This makes it easier for HelloFresh to bring together information from multiple data sources and use analytics tools to gather insights that it can use to improve its services and create new offerings for customers. Using AWS, HelloFresh maintains a closer connection to changing customer preferences and the flexibility to quickly adapt its meal offerings and delivery services.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22},{"label":"Company","startOffset":65,"endOffset":75},{"label":"Company","startOffset":239,"endOffset":249},{"label":"Company","startOffset":434,"endOffset":444},{"label":"Company","startOffset":636,"endOffset":646},{"label":"AWS service","startOffset":28,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237045","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"HelloFresh runs much of its data management on Amazon Simple Storage Service (Amazon S3), a service that offers industry-leading scalability, data availability, security, and performance. It also uses Amazon Relational Database Service (Amazon RDS) for automating time-consuming administration tasks related to database management, such as hardware provisioning, database setup, patching, and backups. Also important to HelloFresh data management is Amazon EMR, a big data platform that makes it easier to process vast amounts of data using open source tools.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10},{"label":"Company","startOffset":420,"endOffset":430},{"label":"AWS service","startOffset":47,"endOffset":88},{"label":"AWS service","startOffset":201,"endOffset":248},{"label":"AWS service","startOffset":450,"endOffset":460}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.238855","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"See how HelloFresh is using AWS to deliver personalized customer experiences in the new “AWS Is How” campaign. Learn how retail companies can use AWS to build solutions that enhance customer experiences and deliver insights that improve operations.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":8,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237409","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"BigBasket Grows Bigger with 400,000 Daily Orders on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"AWS service","startOffset":52,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249202","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.305036","human-annotated":"yes","entities":[]}}
{"source":"Traffic Spikes Sixfold during Lockdown","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799664","human-annotated":"yes","entities":[]}}
{"source":"The online grocery market in India is competitive and value-driven, with some 20 companies vying for shoppers in a market that’s expected to hit $10.5 billion by 2023. The central government’s development of smart cities includes infrastructure to support the growth of ecommerce, and many large companies are making plays to get in on the action.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:50:20.090363","human-annotated":"yes","entities":[]}}
{"source":"BigBasket, India’s largest online grocery, has been in business since 2011. Customer retention is at the heart of its strategy, as well as a hyper-local approach to inventory. BigBasket is available in 21 cities and runs its infrastructure on the Amazon Web Services (AWS) Cloud. The business had been growing 20–30 percent each year, but when COVID-19 struck and India went into lockdown, BigBasket faced unprecedented demand. Daily traffic was suddenly six times higher than pre–COVID-19 peaks.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":176,"endOffset":185},{"label":"AWS service","startOffset":247,"endOffset":278}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785848","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Big Basket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417064","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332699","human-annotated":"yes","entities":[]}}
{"source":"With AWS, we have all the pieces of the puzzle to smoothly run a large ecommerce architecture.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713782","human-annotated":"yes","entities":[]}}
{"source":"Rakshit Daga","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":12}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559800","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technology Officer, BigBasket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":26,"endOffset":35}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.823761","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":" ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306580","human-annotated":"yes","entities":[]}}
{"source":"Microservices and Containers Boost Efficiency","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780106","human-annotated":"yes","entities":[]}}
{"source":"BigBasket subscribes to AWS Enterprise Support and immediately consulted with the AWS team for advice on scaling its architecture efficiently. “AWS Enterprise Support has been our go-to destination for all queries when we’re building something new or maintaining and enhancing existing functions,” says Rakshit Daga, chief technology officer at BigBasket. “Given the breadth of AWS solutions we use, we have questions on all kinds of topics, and Enterprise Support connects us to the right person quickly.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":345,"endOffset":354},{"label":"AWS service","startOffset":24,"endOffset":46},{"label":"Person name","startOffset":303,"endOffset":315},{"label":"Job title","startOffset":317,"endOffset":341}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768432","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The company had already begun shifting to asynchronous work queues in 2018, isolating workloads into containers and breaking up its monolithic architecture. However, the onset of the 2020 lockdown shifted this process into high gear. By mid-2020, the company was fully containerized with 60 microservices running on Kubernetes.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896096","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat Boosts Efficiency and Productivity by 40% on Amazon Lightsail","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":54,"endOffset":70},{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280786","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093274","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat, a meat boutique founded in Uruguay and with US operations in Miami, Florida, was using Microsoft Excel spreadsheets to manage isolated inventories manually, but this time-consuming process was hampering its growth. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560132","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Looking to modernize its data solution, Gourmeat turned to Amazon Web Services (AWS) and AWS Select Consulting Partner Nub8. Within weeks, the company had a new inventory management system hosted on Amazon Lightsail, a simple-to-use virtual private server that offers everything needed to build a web application. Gourmeat’s integrated cloud-based inventory application reduces time spent on inventory management, maintains reliable and secure data, and enables key decision makers in the company to have simultaneous data access.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":48},{"label":"Company","startOffset":119,"endOffset":124},{"label":"Company","startOffset":314,"endOffset":323},{"label":"AWS service","startOffset":59,"endOffset":84},{"label":"AWS service","startOffset":199,"endOffset":216}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.512598","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Gourmeat storefront","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.895399","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416358","human-annotated":"yes","entities":[]}}
{"source":"Once we started using the solution built on Amazon Lightsail, inventory management and report creation went from approximately 4 hours a week to less than 20 minutes.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":44,"endOffset":61}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605738","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Lucia Albanell","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.784897","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"CEO and cofounder, Gourmeat","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":18},{"label":"Company","startOffset":19,"endOffset":27}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605341","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Moving to Integrated Inventory Management","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306526","human-annotated":"yes","entities":[]}}
{"source":"Founded in 2013, Gourmeat sells hormone- and antibiotic-free meat online and in stores in Uruguay and Miami. Before turning to AWS and Nub8, Gourmeat managed inventory through manual reports from its vendors. “The old system used isolated applications, and it didn’t enable simultaneous access for decision makers across the company,” says Lucia Albanell, CEO and cofounder of Gourmeat. “This resulted in inefficiencies and low confidence in data quality.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":135,"endOffset":139},{"label":"Company","startOffset":141,"endOffset":149},{"label":"Company","startOffset":377,"endOffset":385},{"label":"Person name","startOffset":340,"endOffset":354},{"label":"Job title","startOffset":356,"endOffset":359},{"label":"Job title","startOffset":364,"endOffset":373}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091265","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Pearson Boosts Security and Productivity Using Amazon Elasticsearch Service","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":47,"endOffset":75}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332629","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605408","human-annotated":"yes","entities":[]}}
{"source":"Global educational media company Pearson needed a more efficient way to analyze and gain insights from its log data. With a number of teams in various locations using Elasticsearch—the popular open-source tool for search and log analytics—Pearson found that keeping track of log data and managing updates led to high operating costs. Faced with this, as well as increasingly complex security log management and analysis, the company found a solution on Amazon Web Services (AWS). Pearson quickly saw improvements by migrating from its self-managed open-source Elasticsearch architecture to Amazon Elasticsearch Service, a fully managed service that makes it easy to deploy, secure, and run Elasticsearch cost effectively at scale. Rather than spending considerable time and resources on managing the Elasticsearch clusters on its own, Pearson used the managed Amazon Elasticsearch Service as part of its initiative to modernize its products. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":33,"endOffset":40},{"label":"Company","startOffset":239,"endOffset":246},{"label":"Company","startOffset":480,"endOffset":487},{"label":"Company","startOffset":835,"endOffset":842},{"label":"AWS service","startOffset":167,"endOffset":180},{"label":"AWS service","startOffset":453,"endOffset":479},{"label":"AWS service","startOffset":590,"endOffset":610},{"label":"AWS service","startOffset":860,"endOffset":888}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:47:21.422411","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Shot of two young women using a laptop together in a college library","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":53,"endOffset":68}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.779644","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.850307","human-annotated":"yes","entities":[]}}
{"source":"As we migrate to Amazon Elasticsearch Service, we can start to focus on what’s necessary from a security perspective. We can bring in different skill sets and focus on what’s more important to the company rather than just maintaining standard hardware or infrastructure.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":17,"endOffset":45}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559063","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Muthu Meyyappan","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048123","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"VP of Security Engineering and Product Security Officer, Pearson","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":26},{"label":"Job title","startOffset":31,"endOffset":56},{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:22:09.454285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Meeting the Needs of the Modern World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489354","human-annotated":"yes","entities":[]}}
{"source":"As one of the largest and oldest educational companies in the world, Pearson operates in 70 different countries. The company provides a wide variety of educational content and assessments and other services, which are often specialized for different target audiences. As the company moved toward digitization in the cloud, it began to use AWS services. At first, Pearson used Amazon Elastic Compute Cloud (Amazon EC2)—a web service that provides secure, resizable compute capacity in the cloud—to power its self-managed open-source Elasticsearch. But the company found that a self-managed approach posed several challenges. “One of the major issues we had was with the security portion of the fine-grained access control—we weren’t able to work through that,” says Muthu Meyyappan, vice president of security engineering and product security officer for Pearson. “Another challenge was maintaining the upgrades and the usual service management below the line, which consumed the effort of a full-time engineer to maintain the platform.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":765,"endOffset":780},{"label":"Person name","startOffset":782,"endOffset":796},{"label":"Company","startOffset":854,"endOffset":861},{"label":"Company","startOffset":363,"endOffset":370},{"label":"Job title","startOffset":825,"endOffset":849},{"label":"AWS service","startOffset":376,"endOffset":417}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093195","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In order to iron out its access control to log data and reduce the amount of time spent on updates, Pearson turned to Amazon Elasticsearch Service. “When we were updating the open-source Elasticsearch, it took time to make sure we didn’t miss any data,” says Meyyappan. “We were looking to have someone else take that accountability. If there is data lost, for example, Amazon Elasticsearch Service enables us to go back 14 days and get the index back. Features like that encouraged us to migrate to the managed service.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":100,"endOffset":107},{"label":"AWS service","startOffset":118,"endOffset":147},{"label":"AWS service","startOffset":370,"endOffset":398},{"label":"Person name","startOffset":259,"endOffset":268}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.824989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"TestWe Turns to AWS to Drive Global Expansion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":6},{"label":"AWS service","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617652","human-annotated":"yes","entities":[]}}
{"source":"In 2014, colleagues Clément Régnier and Charles Zhu came across a study that indicated 95 percent of European students owned laptops. However, educational institutions continued to rely on paper-based exams. That’s when Régnier and Zhu decided to launch TestWe, a platform for administering in-class and remote computer-based assessments.  “Students were using their devices for taking notes, research, and sending emails,” says Régnier. “It only made sense for them to use their laptops to take exams as well.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":20,"endOffset":35},{"label":"Person name","startOffset":40,"endOffset":51},{"label":"Person name","startOffset":429,"endOffset":436},{"label":"Person name","startOffset":232,"endOffset":235},{"label":"Person name","startOffset":220,"endOffset":227},{"label":"Company","startOffset":254,"endOffset":260}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.852322","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The TestWe solution gives students the ability to take exams securely, in the classroom or at home. Educational institutions can administer digital exams while eliminating the possibility of students getting help from online resources or other people since the tests are taken offline and recorded by a camera. The TestWe exam process runs in the cloud and can be fully integrated into a school’s learning management system. Additionally, the tests can run directly on any type of student devices.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":10},{"label":"Company","startOffset":315,"endOffset":321}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858864","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Today, TestWe is available in seven different languages and used in countries throughout Western Europe as well as in North and South America. Every year, TestWe helps teachers create millions of test questions.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":7,"endOffset":13},{"label":"Company","startOffset":155,"endOffset":161}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713699","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Student studies outside","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207974","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822867","human-annotated":"yes","entities":[]}}
{"source":"Using AWS services enhances our credibility. Partners and customers know our tests will run reliably and scale easily.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.786257","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Clément Régnier","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.800211","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Cofounder and Chief Commercial Officer, TestWe","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":46},{"label":"Job title","startOffset":0,"endOffset":9},{"label":"Job title","startOffset":14,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.857285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Global Expansion Requires Greater Firepower in the Cloud","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822938","human-annotated":"yes","entities":[]}}
{"source":"In the early years of the company, TestWe relied on a regional cloud-platform provider to host its applications. The company then began to expand to markets throughout Western Europe and into Canada and South America. Régnier and Zhu soon realized they needed to migrate their testing applications to a provider with global capabilities—one that could deliver applications from local regional data centers.  “We wanted to ensure students, teachers, and administrators continued to experience fast performance when interacting with the tests, no matter where they are located,” says Régnier. “And with a larger customer base, we needed to make sure our cloud infrastructure could handle spikes in activity.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":35,"endOffset":41},{"label":"Person name","startOffset":218,"endOffset":225},{"label":"Person name","startOffset":230,"endOffset":233}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721947","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"University of Oxford Introduces a Sector-Leading Image Recognition ML Prototype to Augment Digitization in Numismatics","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":0,"endOffset":20}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130779","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331976","human-annotated":"yes","entities":[]}}
{"source":"The University of Oxford houses 21 million objects in the collections of its Gardens, Libraries \u0026 Museums (GLAM)—artifacts and specimens that are among the world’s most significant. One aspect of GLAM’s mission is to preserve these assets and make them accessible to the world for education and research. However, the organization has only enough space to display about 10 percent of its holdings at a time, and there’s an enormous backlog of artifacts still waiting to be cataloged. To tackle that obstacle, GLAM used Amazon Web Services (AWS) to build an enhanced image recognition system that would help accelerate the process of cataloging artifacts.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":4,"endOffset":24},{"label":"AWS service","startOffset":519,"endOffset":544}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896027","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"The Gardens and Museums IT team used Amazon SageMaker, a fully managed service that provides developers and data scientists with the ability to build, train, and deploy machine learning (ML) models quickly. Powered by Amazon Elastic Compute Cloud (Amazon EC2) instances, the models were trained and deployed at low cost to automatically catalog the extensive coin collection of the Ashmolean Museum—which is the United Kingdom’s first public museum and the world’s first university museum. On AWS, the image recognition system identifies and catalogs coins in a fraction of the time it would take human volunteers to complete the same task.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":53},{"label":"AWS service","startOffset":218,"endOffset":259},{"label":"Education","startOffset":382,"endOffset":398}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858189","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Exterior of the Ashmolean Museum.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489296","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.354552","human-annotated":"yes","entities":[]}}
{"source":"I thought this project would be complex and time consuming, but using AWS made it easy.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048510","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Anjanesh Babu","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417494","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Systems Architect and Network Manager, Gardens and Museums IT, University of Oxford\u0027s Gardens, Libraries \u0026 Museums","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332032","human-annotated":"yes","entities":[]}}
{"source":"Updating Infrastructure and Creating an ML-Based Cataloging System on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780039","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"GLAM comprises four museums—the Ashmolean Museum of Art and Archaeology, the Oxford University Museum of Natural History, the Pitt Rivers Museum, and the History of Science Museum—as well as the Bodleian Libraries and the Oxford Botanic Garden \u0026 Harcourt Arboretum. In 2019, GLAM saw 900,000 visitors to its digital collections. Its 21 million objects include live specimens and plants, historical artifacts, and even images of objects that were damaged, lost, or returned to collectors. “For many years, the museums were not overly active at investing in and managing the information technology infrastructure that underpins all our digital services,” says Anjanesh Babu, systems architect and network manager at Gardens and Museums IT. “After years of underinvestment in outdated infrastructure, the University of Oxford brought together a strategic focus on digital transformation through the GLAM Digital program.” As part of this program, the Digital Estate Improvement project was the foundational part to deliver root and branch improvements to the infrastructure to make it fit to meet the digital aspirations laid out in the objectives. In 2017, the project uploaded 60 TB of digital records to Amazon Simple Storage Service (Amazon S3), an object storage service that offers industry-leading scalability, data availability, security, and performance.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":32,"endOffset":48},{"label":"Education","startOffset":95,"endOffset":120},{"label":"Education","startOffset":126,"endOffset":144},{"label":"Education","startOffset":150,"endOffset":179},{"label":"Education","startOffset":195,"endOffset":213},{"label":"School","startOffset":77,"endOffset":94},{"label":"School","startOffset":802,"endOffset":822},{"label":"Person name","startOffset":658,"endOffset":671},{"label":"AWS service","startOffset":1204,"endOffset":1246}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.357366","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"UFE Mongolia Goes Online in 10 Days with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.720377","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560614","human-annotated":"yes","entities":[]}}
{"source":"UFE-Mongolia_Customer-Reference_Image","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489217","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.208028","human-annotated":"yes","entities":[]}}
{"source":"The University had years and years of content. The challenge was how to move it to the new system. Using AWS, it took us only three days.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560200","human-annotated":"yes","entities":[]}}
{"source":"Ankhtuya Dorisuren","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417859","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Vice President, UFE","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":15},{"label":"Company","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251703","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Founded in 1924, the University of Finance and Economics (UFE) is one of the oldest educational institutions in Mongolia.It has over 6,000 students and more than 300 employees and has successfully been running some online courses using on-premises technology since 2015. However, when the COVID-19 pandemic struck, UFE used Amazon Web Services (AWS) to move all teaching online in less than two weeks, enabling students to continue their studies remotely.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":21,"endOffset":62},{"label":"School","startOffset":315,"endOffset":318},{"label":"Education","startOffset":139,"endOffset":147},{"label":"AWS service","startOffset":324,"endOffset":349}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306448","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"On-Premises Infrastructure Not Up to the Job","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130904","human-annotated":"yes","entities":[]}}
{"source":"At the beginning of 2020, UFE was using a local data center with two local servers. But when more than 400 students tried to access it at once, the system was overloaded, resulting in the entire learning management system going offline. The local power supply was unreliable and the server would need to be restarted manually after every power outage. Ankhtuya Dorisuren, UFE vice president, explains: “This made it really difficult for students taking courses who lived in the countryside and needed to access resources and teaching remotely.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":352,"endOffset":371},{"label":"Company","startOffset":372,"endOffset":375},{"label":"Company","startOffset":26,"endOffset":29},{"label":"Job title","startOffset":376,"endOffset":390}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:50:53.756875","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In late January, the government of Mongolia announced a nationwide lockdown with strict quarantine measures. All educational institutions closed within the space of a week and overseas students were recalled home. This presented UFE with a problem: how to continue providing all students with top-quality teaching while complying with the lockdown restrictions. The speed of implementation was critical, as was the need for an accessible and reliable system. UFE decided to transfer its entire online learning management system to AWS cloud-based infrastructure—and did so within just 10-days.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":229,"endOffset":232},{"label":"Company","startOffset":459,"endOffset":462}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.323417","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi.ru Takes Lockdown Schoolchildren Online with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":50,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049145","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896150","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru became a first responder for education, keeping students learning, when COVID-19 hit. The company provides school-age learning services around the world, including Asia, Canada, Latin America, Russia, South Africa, and the USA. Originally designed for use in the classroom and for extracurricular self-education, its services employ an engaging, gamified approach to enhance education.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604716","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"When the pandemic took hold, schools were shut down and the company found itself having to provide remote learning for a much larger student audience. It rapidly introduced new free services for schools, children, and teachers, providing large-scale informational, methodological support for its school communities.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049220","human-annotated":"yes","entities":[]}}
{"source":"The company soon found that its co-located servers were unable to cope with a massive increase in usage, with more than 240,000 users now on the site at once, compared to around 60,000 previously.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799616","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru turned to Amazon Web Services (AWS) for the urgent migration needed to scale and meet the demand—a migration that was achieved successfully and quickly.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":18,"endOffset":43}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.511131","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi-customer-references","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":4}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249551","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091359","human-annotated":"yes","entities":[]}}
{"source":"The migration took three days. It wasn’t business as usual and we were outside our comfort zone, but it turned out to be fast, smooth, and practically flawless in execution.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306633","human-annotated":"yes","entities":[]}}
{"source":"Alexey Vakhov","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.321907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technical Officer, Uchi.ru","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":25,"endOffset":32}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207249","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Turning to the Cloud to Cope with Overnight Demand","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799545","human-annotated":"yes","entities":[]}}
{"source":"As the sector’s largest educational technology provider, Uchi.ru had some 350,000 Russian speakers access its classroom services at least once a day at the beginning of 2020. When the pandemic hit in March 2020, all schools closed with little notice.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130398","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"The Uchi.ru team responded rapidly, introducing new distance-learning tools and services to support students and teachers. They found extremely high demand for distance learning and as a result, Uchi.ru was on the front line of education provision, no longer an adjunct but of primary importance to the whole school-age education system.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":11},{"label":"Company","startOffset":195,"endOffset":202}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780820","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Pomelo Fashion Enhances Shoppers’ Experience, Increases Revenue Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14},{"label":"AWS service","startOffset":70,"endOffset":88}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721020","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416450","human-annotated":"yes","entities":[]}}
{"source":"Pomelo Fashion, a global fashion e-commerce service based in Southeast Asia, had been displaying items on its website in much the same way since it was founded in 2013. The setup had grown stale, not to mention that the algorithm for displaying the items relied on old data streams with limited inputs and spotty accuracy. So as a fast-growing, innovative startup, Pomelo Fashion set out to create personalized customer experiences that would improve the discoverability of new items and increase revenue—and it needed a solution that would do so at scale. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617575","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion turned to Amazon Web Services (AWS) and used Amazon Personalize, which enables developers to build applications with the same machine learning (ML) technology used by Amazon.com for real-time personalized recommendations. By using Amazon Personalize—and the services of AWS Advanced Technology Partners Segment and Braze—to build fresh sorting and categorizing features, Pomelo Fashion created a unique, personalized shopping experience that boosts customer engagement and more efficiently converts it into sales.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14},{"label":"Company","startOffset":386,"endOffset":400},{"label":"AWS service","startOffset":25,"endOffset":50},{"label":"AWS service","startOffset":60,"endOffset":78},{"label":"AWS service","startOffset":246,"endOffset":264}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.712818","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Smiling attractive young african woman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.248325","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604384","human-annotated":"yes","entities":[]}}
{"source":"When you think of e-commerce, you think of AWS. New services are always coming out on AWS, and support is very good.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.722017","human-annotated":"yes","entities":[]}}
{"source":"Shane Leese","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":11}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Business Intelligence Director, Pomelo Fashion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":30},{"label":"Company","startOffset":32,"endOffset":46}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331901","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Updating a Years-Old Algorithm Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560548","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion sells apparel online and in 18 retail locations throughout Southeast Asia. Shipping to nearly two million customers in more than 50 countries, the company currently employs 500 staff members across its corporate offices, retail stores, and warehouses. Its gross revenue tripled from 2017 to 2018, doubled from 2018 to 2019, and is on track to double in 2020 despite the overall global economy being down—in July 2020 alone, the company reported $7.5 million in revenue. For years, Pomelo Fashion relied on an algorithm that ranked products on category pages—such as “Dresses,” “Blouses,” and “Pants \u0026 Bottoms”—based on page views and sales, blending the trends of the past 30 days with lifetime behaviors, product price, and newest releases. The rank was calculated daily and stored in a database, providing an identical experience for every user by country. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.252030","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Neiman Marcus Increases New Application Speed to Market by 50% on AWS, Improves Digital Selling for Associates","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322695","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130849","human-annotated":"yes","entities":[]}}
{"source":"A luxury household name, Neiman Marcus has a reputation for delivering a first-class, personalized customer service experience. To modernize and enhance that experience, the company wanted to develop Connect, an omnichannel digital selling application that would empower associates to view rich, personalized customer information with the goal of making each customer interaction unforgettable. When the COVID-19 pandemic forced many retail stores to close, the company’s sales moved exclusively online. To continue providing the hallmark experience that had always attracted customers, Neiman Marcus needed to launch Connect quickly to enable associates to perform digital selling. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":25,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322310","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Choosing a serverless architecture with mobile development solutions on Amazon Web Services (AWS) enabled the development team to launch the app much faster than in the 4 months it had originally planned. “Using AWS cloud-native and serverless technologies, we increased our speed to market by at least 50 percent and were able to accelerate the launch of Connect,” says Sriram Vaidyanathan, senior director of omni engineering at Neiman Marcus. This approach also greatly reduced app-building costs and provided developers with more agility for the development and rapid deployment of updates. The app elastically scales to support traffic at any volume for greater cost efficiency, and it has increased","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":72,"endOffset":97},{"label":"Person name","startOffset":371,"endOffset":390},{"label":"Job title","startOffset":392,"endOffset":407},{"label":"Company","startOffset":431,"endOffset":444}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.206638","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785924","human-annotated":"yes","entities":[]}}
{"source":"Female sales associate peruses clothing rack. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.490058","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.719819","human-annotated":"yes","entities":[]}}
{"source":"Using AWS Amplify on a serverless architecture cost us 90 percent less than if we had built the app using a more traditional method. This is a huge win for us.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249887","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Hemanth Jayaraman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207582","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Senior Director of Cloud Engineering, Neiman Marcus","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":36},{"label":"Company","startOffset":38,"endOffset":51}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604308","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Empowering Associates to Elevate the Customer Experience","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416511","human-annotated":"yes","entities":[]}}
{"source":"Neiman Marcus is the flagship brand of the Neiman Marcus Group, a luxury retail organization founded in 1907 and generating $2.6 billion in annual revenue from its subsidiaries. Before Neiman Marcus developed Connect, associates were using an assortment of tools and technologies to provide customer service. Each solution provided a","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768784","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"different piece of information an associate needed to generate a sale. Some of these solutions were outdated, and all of them were creating friction. As a result, they were increasing sell times and decreasing associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.277342","human-annotated":"yes","entities":[]}}
{"source":"AWS for Industries","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280074","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"AWS is How: HelloFresh Delivers a Personalized Experience to Millions of Customers Around the World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559447","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"by Ed Jimenez | on 21 MAY 2021 | in Amazon EMR, Amazon Simple Storage Services (S3), Industries, Retail | Permalink |  Comments |  Share","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":3,"endOffset":13},{"label":"AWS service","startOffset":36,"endOffset":47},{"label":"AWS service","startOffset":48,"endOffset":84}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251089","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Mealtimes are important sources of connection, comfort, and self-care. And though we all have different lifestyles and preferences, we tend to crave similar qualities when it comes to food: variety, novelty, nutrition, convenience, and great taste. In essence, great food experiences are personal experiences that offer plenty of choice and flexibility.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604781","human-annotated":"yes","entities":[]}}
{"source":"HelloFreshEnter HelloFresh, the most popular meal kit in the world. HelloFresh provides fresh, healthy, affordable ingredients and easy-to-follow recipes that are delivered straight to your door. The company also operates a lean and innovative supply chain designed to eliminate food waste, reduce carbon emissions, optimize packaging, and favor local ingredient sourcing. With operations in 14 countries, HelloFresh delivered more than 600 million meals to 5.3 million active customers last year, providing organized, preportioned meal kits tailored to serve different household sizes, schedules, and tastes. The HelloFresh approach to meeting diverse needs, creating new menu options, and providing convenient delivery to each home it serves depends on two crucial ingredients: maintaining a deep understanding of its customers and staying agile across every aspect of its business, including product development, production, and distribution.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":11},{"label":"Company","startOffset":16,"endOffset":26},{"label":"Company","startOffset":68,"endOffset":78}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.250807","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"This is why HelloFresh uses Amazon Web Services (AWS). With AWS, HelloFresh gets a reliable, global cloud infrastructure that easily scales to support the company’s growth around the world. With the help of AWS consultation and expertise, HelloFresh has modernized its data capabilities, moving from its legacy database to a data lake where it can centralize storage of both structured and unstructured data. This makes it easier for HelloFresh to bring together information from multiple data sources and use analytics tools to gather insights that it can use to improve its services and create new offerings for customers. Using AWS, HelloFresh maintains a closer connection to changing customer preferences and the flexibility to quickly adapt its meal offerings and delivery services.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22},{"label":"Company","startOffset":65,"endOffset":75},{"label":"Company","startOffset":239,"endOffset":249},{"label":"Company","startOffset":434,"endOffset":444},{"label":"Company","startOffset":636,"endOffset":646},{"label":"AWS service","startOffset":28,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237045","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"HelloFresh runs much of its data management on Amazon Simple Storage Service (Amazon S3), a service that offers industry-leading scalability, data availability, security, and performance. It also uses Amazon Relational Database Service (Amazon RDS) for automating time-consuming administration tasks related to database management, such as hardware provisioning, database setup, patching, and backups. Also important to HelloFresh data management is Amazon EMR, a big data platform that makes it easier to process vast amounts of data using open source tools.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10},{"label":"Company","startOffset":420,"endOffset":430},{"label":"AWS service","startOffset":47,"endOffset":88},{"label":"AWS service","startOffset":201,"endOffset":248},{"label":"AWS service","startOffset":450,"endOffset":460}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.238855","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"See how HelloFresh is using AWS to deliver personalized customer experiences in the new “AWS Is How” campaign. Learn how retail companies can use AWS to build solutions that enhance customer experiences and deliver insights that improve operations.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":8,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237409","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"BigBasket Grows Bigger with 400,000 Daily Orders on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"AWS service","startOffset":52,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249202","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.305036","human-annotated":"yes","entities":[]}}
{"source":"Traffic Spikes Sixfold during Lockdown","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799664","human-annotated":"yes","entities":[]}}
{"source":"The online grocery market in India is competitive and value-driven, with some 20 companies vying for shoppers in a market that’s expected to hit $10.5 billion by 2023. The central government’s development of smart cities includes infrastructure to support the growth of ecommerce, and many large companies are making plays to get in on the action.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:50:20.090363","human-annotated":"yes","entities":[]}}
{"source":"BigBasket, India’s largest online grocery, has been in business since 2011. Customer retention is at the heart of its strategy, as well as a hyper-local approach to inventory. BigBasket is available in 21 cities and runs its infrastructure on the Amazon Web Services (AWS) Cloud. The business had been growing 20–30 percent each year, but when COVID-19 struck and India went into lockdown, BigBasket faced unprecedented demand. Daily traffic was suddenly six times higher than pre–COVID-19 peaks.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":176,"endOffset":185},{"label":"AWS service","startOffset":247,"endOffset":278}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785848","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Big Basket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417064","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332699","human-annotated":"yes","entities":[]}}
{"source":"With AWS, we have all the pieces of the puzzle to smoothly run a large ecommerce architecture.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713782","human-annotated":"yes","entities":[]}}
{"source":"Rakshit Daga","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":12}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559800","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technology Officer, BigBasket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":26,"endOffset":35}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.823761","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":" ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306580","human-annotated":"yes","entities":[]}}
{"source":"Microservices and Containers Boost Efficiency","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780106","human-annotated":"yes","entities":[]}}
{"source":"BigBasket subscribes to AWS Enterprise Support and immediately consulted with the AWS team for advice on scaling its architecture efficiently. “AWS Enterprise Support has been our go-to destination for all queries when we’re building something new or maintaining and enhancing existing functions,” says Rakshit Daga, chief technology officer at BigBasket. “Given the breadth of AWS solutions we use, we have questions on all kinds of topics, and Enterprise Support connects us to the right person quickly.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":345,"endOffset":354},{"label":"AWS service","startOffset":24,"endOffset":46},{"label":"Person name","startOffset":303,"endOffset":315},{"label":"Job title","startOffset":317,"endOffset":341}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768432","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The company had already begun shifting to asynchronous work queues in 2018, isolating workloads into containers and breaking up its monolithic architecture. However, the onset of the 2020 lockdown shifted this process into high gear. By mid-2020, the company was fully containerized with 60 microservices running on Kubernetes.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896096","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat Boosts Efficiency and Productivity by 40% on Amazon Lightsail","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":54,"endOffset":70},{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280786","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093274","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat, a meat boutique founded in Uruguay and with US operations in Miami, Florida, was using Microsoft Excel spreadsheets to manage isolated inventories manually, but this time-consuming process was hampering its growth. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560132","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Looking to modernize its data solution, Gourmeat turned to Amazon Web Services (AWS) and AWS Select Consulting Partner Nub8. Within weeks, the company had a new inventory management system hosted on Amazon Lightsail, a simple-to-use virtual private server that offers everything needed to build a web application. Gourmeat’s integrated cloud-based inventory application reduces time spent on inventory management, maintains reliable and secure data, and enables key decision makers in the company to have simultaneous data access.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":48},{"label":"Company","startOffset":119,"endOffset":124},{"label":"Company","startOffset":314,"endOffset":323},{"label":"AWS service","startOffset":59,"endOffset":84},{"label":"AWS service","startOffset":199,"endOffset":216}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.512598","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Gourmeat storefront","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.895399","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416358","human-annotated":"yes","entities":[]}}
{"source":"Once we started using the solution built on Amazon Lightsail, inventory management and report creation went from approximately 4 hours a week to less than 20 minutes.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":44,"endOffset":61}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605738","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Lucia Albanell","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.784897","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"CEO and cofounder, Gourmeat","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":18},{"label":"Company","startOffset":19,"endOffset":27}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605341","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Moving to Integrated Inventory Management","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306526","human-annotated":"yes","entities":[]}}
{"source":"Founded in 2013, Gourmeat sells hormone- and antibiotic-free meat online and in stores in Uruguay and Miami. Before turning to AWS and Nub8, Gourmeat managed inventory through manual reports from its vendors. “The old system used isolated applications, and it didn’t enable simultaneous access for decision makers across the company,” says Lucia Albanell, CEO and cofounder of Gourmeat. “This resulted in inefficiencies and low confidence in data quality.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":135,"endOffset":139},{"label":"Company","startOffset":141,"endOffset":149},{"label":"Company","startOffset":377,"endOffset":385},{"label":"Person name","startOffset":340,"endOffset":354},{"label":"Job title","startOffset":356,"endOffset":359},{"label":"Job title","startOffset":364,"endOffset":373}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091265","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Pearson Boosts Security and Productivity Using Amazon Elasticsearch Service","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":47,"endOffset":75}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332629","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605408","human-annotated":"yes","entities":[]}}
{"source":"Global educational media company Pearson needed a more efficient way to analyze and gain insights from its log data. With a number of teams in various locations using Elasticsearch—the popular open-source tool for search and log analytics—Pearson found that keeping track of log data and managing updates led to high operating costs. Faced with this, as well as increasingly complex security log management and analysis, the company found a solution on Amazon Web Services (AWS). Pearson quickly saw improvements by migrating from its self-managed open-source Elasticsearch architecture to Amazon Elasticsearch Service, a fully managed service that makes it easy to deploy, secure, and run Elasticsearch cost effectively at scale. Rather than spending considerable time and resources on managing the Elasticsearch clusters on its own, Pearson used the managed Amazon Elasticsearch Service as part of its initiative to modernize its products. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":33,"endOffset":40},{"label":"Company","startOffset":239,"endOffset":246},{"label":"Company","startOffset":480,"endOffset":487},{"label":"Company","startOffset":835,"endOffset":842},{"label":"AWS service","startOffset":167,"endOffset":180},{"label":"AWS service","startOffset":453,"endOffset":479},{"label":"AWS service","startOffset":590,"endOffset":610},{"label":"AWS service","startOffset":860,"endOffset":888}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:47:21.422411","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Shot of two young women using a laptop together in a college library","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":53,"endOffset":68}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.779644","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.850307","human-annotated":"yes","entities":[]}}
{"source":"As we migrate to Amazon Elasticsearch Service, we can start to focus on what’s necessary from a security perspective. We can bring in different skill sets and focus on what’s more important to the company rather than just maintaining standard hardware or infrastructure.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":17,"endOffset":45}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559063","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Muthu Meyyappan","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048123","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"VP of Security Engineering and Product Security Officer, Pearson","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":26},{"label":"Job title","startOffset":31,"endOffset":56},{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:22:09.454285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Meeting the Needs of the Modern World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489354","human-annotated":"yes","entities":[]}}
{"source":"As one of the largest and oldest educational companies in the world, Pearson operates in 70 different countries. The company provides a wide variety of educational content and assessments and other services, which are often specialized for different target audiences. As the company moved toward digitization in the cloud, it began to use AWS services. At first, Pearson used Amazon Elastic Compute Cloud (Amazon EC2)—a web service that provides secure, resizable compute capacity in the cloud—to power its self-managed open-source Elasticsearch. But the company found that a self-managed approach posed several challenges. “One of the major issues we had was with the security portion of the fine-grained access control—we weren’t able to work through that,” says Muthu Meyyappan, vice president of security engineering and product security officer for Pearson. “Another challenge was maintaining the upgrades and the usual service management below the line, which consumed the effort of a full-time engineer to maintain the platform.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":765,"endOffset":780},{"label":"Person name","startOffset":782,"endOffset":796},{"label":"Company","startOffset":854,"endOffset":861},{"label":"Company","startOffset":363,"endOffset":370},{"label":"Job title","startOffset":825,"endOffset":849},{"label":"AWS service","startOffset":376,"endOffset":417}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093195","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In order to iron out its access control to log data and reduce the amount of time spent on updates, Pearson turned to Amazon Elasticsearch Service. “When we were updating the open-source Elasticsearch, it took time to make sure we didn’t miss any data,” says Meyyappan. “We were looking to have someone else take that accountability. If there is data lost, for example, Amazon Elasticsearch Service enables us to go back 14 days and get the index back. Features like that encouraged us to migrate to the managed service.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":100,"endOffset":107},{"label":"AWS service","startOffset":118,"endOffset":147},{"label":"AWS service","startOffset":370,"endOffset":398},{"label":"Person name","startOffset":259,"endOffset":268}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.824989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"TestWe Turns to AWS to Drive Global Expansion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":6},{"label":"AWS service","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617652","human-annotated":"yes","entities":[]}}
{"source":"In 2014, colleagues Clément Régnier and Charles Zhu came across a study that indicated 95 percent of European students owned laptops. However, educational institutions continued to rely on paper-based exams. That’s when Régnier and Zhu decided to launch TestWe, a platform for administering in-class and remote computer-based assessments.  “Students were using their devices for taking notes, research, and sending emails,” says Régnier. “It only made sense for them to use their laptops to take exams as well.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":20,"endOffset":35},{"label":"Person name","startOffset":40,"endOffset":51},{"label":"Person name","startOffset":429,"endOffset":436},{"label":"Person name","startOffset":232,"endOffset":235},{"label":"Person name","startOffset":220,"endOffset":227},{"label":"Company","startOffset":254,"endOffset":260}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.852322","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The TestWe solution gives students the ability to take exams securely, in the classroom or at home. Educational institutions can administer digital exams while eliminating the possibility of students getting help from online resources or other people since the tests are taken offline and recorded by a camera. The TestWe exam process runs in the cloud and can be fully integrated into a school’s learning management system. Additionally, the tests can run directly on any type of student devices.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":10},{"label":"Company","startOffset":315,"endOffset":321}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858864","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Today, TestWe is available in seven different languages and used in countries throughout Western Europe as well as in North and South America. Every year, TestWe helps teachers create millions of test questions.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":7,"endOffset":13},{"label":"Company","startOffset":155,"endOffset":161}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713699","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Student studies outside","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207974","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822867","human-annotated":"yes","entities":[]}}
{"source":"Using AWS services enhances our credibility. Partners and customers know our tests will run reliably and scale easily.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.786257","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Clément Régnier","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.800211","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Cofounder and Chief Commercial Officer, TestWe","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":46},{"label":"Job title","startOffset":0,"endOffset":9},{"label":"Job title","startOffset":14,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.857285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Global Expansion Requires Greater Firepower in the Cloud","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822938","human-annotated":"yes","entities":[]}}
{"source":"In the early years of the company, TestWe relied on a regional cloud-platform provider to host its applications. The company then began to expand to markets throughout Western Europe and into Canada and South America. Régnier and Zhu soon realized they needed to migrate their testing applications to a provider with global capabilities—one that could deliver applications from local regional data centers.  “We wanted to ensure students, teachers, and administrators continued to experience fast performance when interacting with the tests, no matter where they are located,” says Régnier. “And with a larger customer base, we needed to make sure our cloud infrastructure could handle spikes in activity.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":35,"endOffset":41},{"label":"Person name","startOffset":218,"endOffset":225},{"label":"Person name","startOffset":230,"endOffset":233}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721947","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"University of Oxford Introduces a Sector-Leading Image Recognition ML Prototype to Augment Digitization in Numismatics","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":0,"endOffset":20}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130779","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331976","human-annotated":"yes","entities":[]}}
{"source":"The University of Oxford houses 21 million objects in the collections of its Gardens, Libraries \u0026 Museums (GLAM)—artifacts and specimens that are among the world’s most significant. One aspect of GLAM’s mission is to preserve these assets and make them accessible to the world for education and research. However, the organization has only enough space to display about 10 percent of its holdings at a time, and there’s an enormous backlog of artifacts still waiting to be cataloged. To tackle that obstacle, GLAM used Amazon Web Services (AWS) to build an enhanced image recognition system that would help accelerate the process of cataloging artifacts.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":4,"endOffset":24},{"label":"AWS service","startOffset":519,"endOffset":544}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896027","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"The Gardens and Museums IT team used Amazon SageMaker, a fully managed service that provides developers and data scientists with the ability to build, train, and deploy machine learning (ML) models quickly. Powered by Amazon Elastic Compute Cloud (Amazon EC2) instances, the models were trained and deployed at low cost to automatically catalog the extensive coin collection of the Ashmolean Museum—which is the United Kingdom’s first public museum and the world’s first university museum. On AWS, the image recognition system identifies and catalogs coins in a fraction of the time it would take human volunteers to complete the same task.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":53},{"label":"AWS service","startOffset":218,"endOffset":259},{"label":"Education","startOffset":382,"endOffset":398}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858189","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Exterior of the Ashmolean Museum.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489296","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.354552","human-annotated":"yes","entities":[]}}
{"source":"I thought this project would be complex and time consuming, but using AWS made it easy.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048510","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Anjanesh Babu","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417494","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Systems Architect and Network Manager, Gardens and Museums IT, University of Oxford\u0027s Gardens, Libraries \u0026 Museums","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332032","human-annotated":"yes","entities":[]}}
{"source":"Updating Infrastructure and Creating an ML-Based Cataloging System on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780039","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"GLAM comprises four museums—the Ashmolean Museum of Art and Archaeology, the Oxford University Museum of Natural History, the Pitt Rivers Museum, and the History of Science Museum—as well as the Bodleian Libraries and the Oxford Botanic Garden \u0026 Harcourt Arboretum. In 2019, GLAM saw 900,000 visitors to its digital collections. Its 21 million objects include live specimens and plants, historical artifacts, and even images of objects that were damaged, lost, or returned to collectors. “For many years, the museums were not overly active at investing in and managing the information technology infrastructure that underpins all our digital services,” says Anjanesh Babu, systems architect and network manager at Gardens and Museums IT. “After years of underinvestment in outdated infrastructure, the University of Oxford brought together a strategic focus on digital transformation through the GLAM Digital program.” As part of this program, the Digital Estate Improvement project was the foundational part to deliver root and branch improvements to the infrastructure to make it fit to meet the digital aspirations laid out in the objectives. In 2017, the project uploaded 60 TB of digital records to Amazon Simple Storage Service (Amazon S3), an object storage service that offers industry-leading scalability, data availability, security, and performance.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":32,"endOffset":48},{"label":"Education","startOffset":95,"endOffset":120},{"label":"Education","startOffset":126,"endOffset":144},{"label":"Education","startOffset":150,"endOffset":179},{"label":"Education","startOffset":195,"endOffset":213},{"label":"School","startOffset":77,"endOffset":94},{"label":"School","startOffset":802,"endOffset":822},{"label":"Person name","startOffset":658,"endOffset":671},{"label":"AWS service","startOffset":1204,"endOffset":1246}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.357366","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"UFE Mongolia Goes Online in 10 Days with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.720377","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560614","human-annotated":"yes","entities":[]}}
{"source":"Pearson Boosts Security and Productivity Using Amazon Elasticsearch Service","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":47,"endOffset":75}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332629","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605408","human-annotated":"yes","entities":[]}}
{"source":"Global educational media company Pearson needed a more efficient way to analyze and gain insights from its log data. With a number of teams in various locations using Elasticsearch—the popular open-source tool for search and log analytics—Pearson found that keeping track of log data and managing updates led to high operating costs. Faced with this, as well as increasingly complex security log management and analysis, the company found a solution on Amazon Web Services (AWS). Pearson quickly saw improvements by migrating from its self-managed open-source Elasticsearch architecture to Amazon Elasticsearch Service, a fully managed service that makes it easy to deploy, secure, and run Elasticsearch cost effectively at scale. Rather than spending considerable time and resources on managing the Elasticsearch clusters on its own, Pearson used the managed Amazon Elasticsearch Service as part of its initiative to modernize its products. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":33,"endOffset":40},{"label":"Company","startOffset":239,"endOffset":246},{"label":"Company","startOffset":480,"endOffset":487},{"label":"Company","startOffset":835,"endOffset":842},{"label":"AWS service","startOffset":167,"endOffset":180},{"label":"AWS service","startOffset":453,"endOffset":479},{"label":"AWS service","startOffset":590,"endOffset":610},{"label":"AWS service","startOffset":860,"endOffset":888}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:47:21.422411","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Shot of two young women using a laptop together in a college library","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":53,"endOffset":68}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.779644","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.850307","human-annotated":"yes","entities":[]}}
{"source":"As we migrate to Amazon Elasticsearch Service, we can start to focus on what’s necessary from a security perspective. We can bring in different skill sets and focus on what’s more important to the company rather than just maintaining standard hardware or infrastructure.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":17,"endOffset":45}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559063","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Muthu Meyyappan","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048123","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"VP of Security Engineering and Product Security Officer, Pearson","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":26},{"label":"Job title","startOffset":31,"endOffset":56},{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:22:09.454285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Meeting the Needs of the Modern World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489354","human-annotated":"yes","entities":[]}}
{"source":"As one of the largest and oldest educational companies in the world, Pearson operates in 70 different countries. The company provides a wide variety of educational content and assessments and other services, which are often specialized for different target audiences. As the company moved toward digitization in the cloud, it began to use AWS services. At first, Pearson used Amazon Elastic Compute Cloud (Amazon EC2)—a web service that provides secure, resizable compute capacity in the cloud—to power its self-managed open-source Elasticsearch. But the company found that a self-managed approach posed several challenges. “One of the major issues we had was with the security portion of the fine-grained access control—we weren’t able to work through that,” says Muthu Meyyappan, vice president of security engineering and product security officer for Pearson. “Another challenge was maintaining the upgrades and the usual service management below the line, which consumed the effort of a full-time engineer to maintain the platform.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":765,"endOffset":780},{"label":"Person name","startOffset":782,"endOffset":796},{"label":"Company","startOffset":854,"endOffset":861},{"label":"Company","startOffset":363,"endOffset":370},{"label":"Job title","startOffset":825,"endOffset":849},{"label":"AWS service","startOffset":376,"endOffset":417}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093195","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In order to iron out its access control to log data and reduce the amount of time spent on updates, Pearson turned to Amazon Elasticsearch Service. “When we were updating the open-source Elasticsearch, it took time to make sure we didn’t miss any data,” says Meyyappan. “We were looking to have someone else take that accountability. If there is data lost, for example, Amazon Elasticsearch Service enables us to go back 14 days and get the index back. Features like that encouraged us to migrate to the managed service.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":100,"endOffset":107},{"label":"AWS service","startOffset":118,"endOffset":147},{"label":"AWS service","startOffset":370,"endOffset":398},{"label":"Person name","startOffset":259,"endOffset":268}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.824989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"TestWe Turns to AWS to Drive Global Expansion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":6},{"label":"AWS service","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617652","human-annotated":"yes","entities":[]}}
{"source":"In 2014, colleagues Clément Régnier and Charles Zhu came across a study that indicated 95 percent of European students owned laptops. However, educational institutions continued to rely on paper-based exams. That’s when Régnier and Zhu decided to launch TestWe, a platform for administering in-class and remote computer-based assessments.  “Students were using their devices for taking notes, research, and sending emails,” says Régnier. “It only made sense for them to use their laptops to take exams as well.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":20,"endOffset":35},{"label":"Person name","startOffset":40,"endOffset":51},{"label":"Person name","startOffset":429,"endOffset":436},{"label":"Person name","startOffset":232,"endOffset":235},{"label":"Person name","startOffset":220,"endOffset":227},{"label":"Company","startOffset":254,"endOffset":260}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.852322","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The TestWe solution gives students the ability to take exams securely, in the classroom or at home. Educational institutions can administer digital exams while eliminating the possibility of students getting help from online resources or other people since the tests are taken offline and recorded by a camera. The TestWe exam process runs in the cloud and can be fully integrated into a school’s learning management system. Additionally, the tests can run directly on any type of student devices.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":10},{"label":"Company","startOffset":315,"endOffset":321}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858864","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Today, TestWe is available in seven different languages and used in countries throughout Western Europe as well as in North and South America. Every year, TestWe helps teachers create millions of test questions.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":7,"endOffset":13},{"label":"Company","startOffset":155,"endOffset":161}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713699","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Student studies outside","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207974","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822867","human-annotated":"yes","entities":[]}}
{"source":"Using AWS services enhances our credibility. Partners and customers know our tests will run reliably and scale easily.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.786257","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Clément Régnier","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.800211","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Cofounder and Chief Commercial Officer, TestWe","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":46},{"label":"Job title","startOffset":0,"endOffset":9},{"label":"Job title","startOffset":14,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.857285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Global Expansion Requires Greater Firepower in the Cloud","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822938","human-annotated":"yes","entities":[]}}
{"source":"In the early years of the company, TestWe relied on a regional cloud-platform provider to host its applications. The company then began to expand to markets throughout Western Europe and into Canada and South America. Régnier and Zhu soon realized they needed to migrate their testing applications to a provider with global capabilities—one that could deliver applications from local regional data centers.  “We wanted to ensure students, teachers, and administrators continued to experience fast performance when interacting with the tests, no matter where they are located,” says Régnier. “And with a larger customer base, we needed to make sure our cloud infrastructure could handle spikes in activity.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":35,"endOffset":41},{"label":"Person name","startOffset":218,"endOffset":225},{"label":"Person name","startOffset":230,"endOffset":233}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721947","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"University of Oxford Introduces a Sector-Leading Image Recognition ML Prototype to Augment Digitization in Numismatics","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":0,"endOffset":20}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130779","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331976","human-annotated":"yes","entities":[]}}
{"source":"The University of Oxford houses 21 million objects in the collections of its Gardens, Libraries \u0026 Museums (GLAM)—artifacts and specimens that are among the world’s most significant. One aspect of GLAM’s mission is to preserve these assets and make them accessible to the world for education and research. However, the organization has only enough space to display about 10 percent of its holdings at a time, and there’s an enormous backlog of artifacts still waiting to be cataloged. To tackle that obstacle, GLAM used Amazon Web Services (AWS) to build an enhanced image recognition system that would help accelerate the process of cataloging artifacts.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":4,"endOffset":24},{"label":"AWS service","startOffset":519,"endOffset":544}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896027","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"The Gardens and Museums IT team used Amazon SageMaker, a fully managed service that provides developers and data scientists with the ability to build, train, and deploy machine learning (ML) models quickly. Powered by Amazon Elastic Compute Cloud (Amazon EC2) instances, the models were trained and deployed at low cost to automatically catalog the extensive coin collection of the Ashmolean Museum—which is the United Kingdom’s first public museum and the world’s first university museum. On AWS, the image recognition system identifies and catalogs coins in a fraction of the time it would take human volunteers to complete the same task.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":53},{"label":"AWS service","startOffset":218,"endOffset":259},{"label":"Education","startOffset":382,"endOffset":398}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858189","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Exterior of the Ashmolean Museum.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489296","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.354552","human-annotated":"yes","entities":[]}}
{"source":"I thought this project would be complex and time consuming, but using AWS made it easy.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048510","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Anjanesh Babu","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417494","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Systems Architect and Network Manager, Gardens and Museums IT, University of Oxford\u0027s Gardens, Libraries \u0026 Museums","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332032","human-annotated":"yes","entities":[]}}
{"source":"Updating Infrastructure and Creating an ML-Based Cataloging System on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780039","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"GLAM comprises four museums—the Ashmolean Museum of Art and Archaeology, the Oxford University Museum of Natural History, the Pitt Rivers Museum, and the History of Science Museum—as well as the Bodleian Libraries and the Oxford Botanic Garden \u0026 Harcourt Arboretum. In 2019, GLAM saw 900,000 visitors to its digital collections. Its 21 million objects include live specimens and plants, historical artifacts, and even images of objects that were damaged, lost, or returned to collectors. “For many years, the museums were not overly active at investing in and managing the information technology infrastructure that underpins all our digital services,” says Anjanesh Babu, systems architect and network manager at Gardens and Museums IT. “After years of underinvestment in outdated infrastructure, the University of Oxford brought together a strategic focus on digital transformation through the GLAM Digital program.” As part of this program, the Digital Estate Improvement project was the foundational part to deliver root and branch improvements to the infrastructure to make it fit to meet the digital aspirations laid out in the objectives. In 2017, the project uploaded 60 TB of digital records to Amazon Simple Storage Service (Amazon S3), an object storage service that offers industry-leading scalability, data availability, security, and performance.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":32,"endOffset":48},{"label":"Education","startOffset":95,"endOffset":120},{"label":"Education","startOffset":126,"endOffset":144},{"label":"Education","startOffset":150,"endOffset":179},{"label":"Education","startOffset":195,"endOffset":213},{"label":"School","startOffset":77,"endOffset":94},{"label":"School","startOffset":802,"endOffset":822},{"label":"Person name","startOffset":658,"endOffset":671},{"label":"AWS service","startOffset":1204,"endOffset":1246}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.357366","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"UFE Mongolia Goes Online in 10 Days with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.720377","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560614","human-annotated":"yes","entities":[]}}
{"source":"UFE-Mongolia_Customer-Reference_Image","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489217","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.208028","human-annotated":"yes","entities":[]}}
{"source":"The University had years and years of content. The challenge was how to move it to the new system. Using AWS, it took us only three days.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560200","human-annotated":"yes","entities":[]}}
{"source":"Ankhtuya Dorisuren","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417859","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Vice President, UFE","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":15},{"label":"Company","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251703","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Founded in 1924, the University of Finance and Economics (UFE) is one of the oldest educational institutions in Mongolia.It has over 6,000 students and more than 300 employees and has successfully been running some online courses using on-premises technology since 2015. However, when the COVID-19 pandemic struck, UFE used Amazon Web Services (AWS) to move all teaching online in less than two weeks, enabling students to continue their studies remotely.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":21,"endOffset":62},{"label":"School","startOffset":315,"endOffset":318},{"label":"Education","startOffset":139,"endOffset":147},{"label":"AWS service","startOffset":324,"endOffset":349}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306448","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"On-Premises Infrastructure Not Up to the Job","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130904","human-annotated":"yes","entities":[]}}
{"source":"At the beginning of 2020, UFE was using a local data center with two local servers. But when more than 400 students tried to access it at once, the system was overloaded, resulting in the entire learning management system going offline. The local power supply was unreliable and the server would need to be restarted manually after every power outage. Ankhtuya Dorisuren, UFE vice president, explains: “This made it really difficult for students taking courses who lived in the countryside and needed to access resources and teaching remotely.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":352,"endOffset":371},{"label":"Company","startOffset":372,"endOffset":375},{"label":"Company","startOffset":26,"endOffset":29},{"label":"Job title","startOffset":376,"endOffset":390}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:50:53.756875","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In late January, the government of Mongolia announced a nationwide lockdown with strict quarantine measures. All educational institutions closed within the space of a week and overseas students were recalled home. This presented UFE with a problem: how to continue providing all students with top-quality teaching while complying with the lockdown restrictions. The speed of implementation was critical, as was the need for an accessible and reliable system. UFE decided to transfer its entire online learning management system to AWS cloud-based infrastructure—and did so within just 10-days.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":229,"endOffset":232},{"label":"Company","startOffset":459,"endOffset":462}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.323417","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi.ru Takes Lockdown Schoolchildren Online with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":50,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049145","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896150","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru became a first responder for education, keeping students learning, when COVID-19 hit. The company provides school-age learning services around the world, including Asia, Canada, Latin America, Russia, South Africa, and the USA. Originally designed for use in the classroom and for extracurricular self-education, its services employ an engaging, gamified approach to enhance education.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604716","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"When the pandemic took hold, schools were shut down and the company found itself having to provide remote learning for a much larger student audience. It rapidly introduced new free services for schools, children, and teachers, providing large-scale informational, methodological support for its school communities.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049220","human-annotated":"yes","entities":[]}}
{"source":"The company soon found that its co-located servers were unable to cope with a massive increase in usage, with more than 240,000 users now on the site at once, compared to around 60,000 previously.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799616","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru turned to Amazon Web Services (AWS) for the urgent migration needed to scale and meet the demand—a migration that was achieved successfully and quickly.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":18,"endOffset":43}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.511131","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi-customer-references","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":4}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249551","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091359","human-annotated":"yes","entities":[]}}
{"source":"The migration took three days. It wasn’t business as usual and we were outside our comfort zone, but it turned out to be fast, smooth, and practically flawless in execution.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306633","human-annotated":"yes","entities":[]}}
{"source":"Alexey Vakhov","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.321907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technical Officer, Uchi.ru","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":25,"endOffset":32}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207249","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Turning to the Cloud to Cope with Overnight Demand","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799545","human-annotated":"yes","entities":[]}}
{"source":"As the sector’s largest educational technology provider, Uchi.ru had some 350,000 Russian speakers access its classroom services at least once a day at the beginning of 2020. When the pandemic hit in March 2020, all schools closed with little notice.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130398","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"The Uchi.ru team responded rapidly, introducing new distance-learning tools and services to support students and teachers. They found extremely high demand for distance learning and as a result, Uchi.ru was on the front line of education provision, no longer an adjunct but of primary importance to the whole school-age education system.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":11},{"label":"Company","startOffset":195,"endOffset":202}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780820","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Pomelo Fashion Enhances Shoppers’ Experience, Increases Revenue Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14},{"label":"AWS service","startOffset":70,"endOffset":88}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721020","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416450","human-annotated":"yes","entities":[]}}
{"source":"Pomelo Fashion, a global fashion e-commerce service based in Southeast Asia, had been displaying items on its website in much the same way since it was founded in 2013. The setup had grown stale, not to mention that the algorithm for displaying the items relied on old data streams with limited inputs and spotty accuracy. So as a fast-growing, innovative startup, Pomelo Fashion set out to create personalized customer experiences that would improve the discoverability of new items and increase revenue—and it needed a solution that would do so at scale. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617575","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion turned to Amazon Web Services (AWS) and used Amazon Personalize, which enables developers to build applications with the same machine learning (ML) technology used by Amazon.com for real-time personalized recommendations. By using Amazon Personalize—and the services of AWS Advanced Technology Partners Segment and Braze—to build fresh sorting and categorizing features, Pomelo Fashion created a unique, personalized shopping experience that boosts customer engagement and more efficiently converts it into sales.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14},{"label":"Company","startOffset":386,"endOffset":400},{"label":"AWS service","startOffset":25,"endOffset":50},{"label":"AWS service","startOffset":60,"endOffset":78},{"label":"AWS service","startOffset":246,"endOffset":264}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.712818","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Smiling attractive young african woman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.248325","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604384","human-annotated":"yes","entities":[]}}
{"source":"When you think of e-commerce, you think of AWS. New services are always coming out on AWS, and support is very good.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.722017","human-annotated":"yes","entities":[]}}
{"source":"Shane Leese","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":11}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Business Intelligence Director, Pomelo Fashion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":30},{"label":"Company","startOffset":32,"endOffset":46}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331901","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Updating a Years-Old Algorithm Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560548","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion sells apparel online and in 18 retail locations throughout Southeast Asia. Shipping to nearly two million customers in more than 50 countries, the company currently employs 500 staff members across its corporate offices, retail stores, and warehouses. Its gross revenue tripled from 2017 to 2018, doubled from 2018 to 2019, and is on track to double in 2020 despite the overall global economy being down—in July 2020 alone, the company reported $7.5 million in revenue. For years, Pomelo Fashion relied on an algorithm that ranked products on category pages—such as “Dresses,” “Blouses,” and “Pants \u0026 Bottoms”—based on page views and sales, blending the trends of the past 30 days with lifetime behaviors, product price, and newest releases. The rank was calculated daily and stored in a database, providing an identical experience for every user by country. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.252030","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Neiman Marcus Increases New Application Speed to Market by 50% on AWS, Improves Digital Selling for Associates","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322695","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130849","human-annotated":"yes","entities":[]}}
{"source":"A luxury household name, Neiman Marcus has a reputation for delivering a first-class, personalized customer service experience. To modernize and enhance that experience, the company wanted to develop Connect, an omnichannel digital selling application that would empower associates to view rich, personalized customer information with the goal of making each customer interaction unforgettable. When the COVID-19 pandemic forced many retail stores to close, the company’s sales moved exclusively online. To continue providing the hallmark experience that had always attracted customers, Neiman Marcus needed to launch Connect quickly to enable associates to perform digital selling. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":25,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322310","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Choosing a serverless architecture with mobile development solutions on Amazon Web Services (AWS) enabled the development team to launch the app much faster than in the 4 months it had originally planned. “Using AWS cloud-native and serverless technologies, we increased our speed to market by at least 50 percent and were able to accelerate the launch of Connect,” says Sriram Vaidyanathan, senior director of omni engineering at Neiman Marcus. This approach also greatly reduced app-building costs and provided developers with more agility for the development and rapid deployment of updates. The app elastically scales to support traffic at any volume for greater cost efficiency, and it has increased","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":72,"endOffset":97},{"label":"Person name","startOffset":371,"endOffset":390},{"label":"Job title","startOffset":392,"endOffset":407},{"label":"Company","startOffset":431,"endOffset":444}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.206638","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785924","human-annotated":"yes","entities":[]}}
{"source":"Female sales associate peruses clothing rack. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.490058","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.719819","human-annotated":"yes","entities":[]}}
{"source":"Using AWS Amplify on a serverless architecture cost us 90 percent less than if we had built the app using a more traditional method. This is a huge win for us.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249887","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Hemanth Jayaraman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207582","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Senior Director of Cloud Engineering, Neiman Marcus","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":36},{"label":"Company","startOffset":38,"endOffset":51}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604308","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Empowering Associates to Elevate the Customer Experience","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416511","human-annotated":"yes","entities":[]}}
{"source":"Neiman Marcus is the flagship brand of the Neiman Marcus Group, a luxury retail organization founded in 1907 and generating $2.6 billion in annual revenue from its subsidiaries. Before Neiman Marcus developed Connect, associates were using an assortment of tools and technologies to provide customer service. Each solution provided a","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768784","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"different piece of information an associate needed to generate a sale. Some of these solutions were outdated, and all of them were creating friction. As a result, they were increasing sell times and decreasing associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.277342","human-annotated":"yes","entities":[]}}
{"source":"AWS for Industries","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280074","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"AWS is How: HelloFresh Delivers a Personalized Experience to Millions of Customers Around the World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559447","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"by Ed Jimenez | on 21 MAY 2021 | in Amazon EMR, Amazon Simple Storage Services (S3), Industries, Retail | Permalink |  Comments |  Share","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":3,"endOffset":13},{"label":"AWS service","startOffset":36,"endOffset":47},{"label":"AWS service","startOffset":48,"endOffset":84}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251089","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Mealtimes are important sources of connection, comfort, and self-care. And though we all have different lifestyles and preferences, we tend to crave similar qualities when it comes to food: variety, novelty, nutrition, convenience, and great taste. In essence, great food experiences are personal experiences that offer plenty of choice and flexibility.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604781","human-annotated":"yes","entities":[]}}
{"source":"HelloFreshEnter HelloFresh, the most popular meal kit in the world. HelloFresh provides fresh, healthy, affordable ingredients and easy-to-follow recipes that are delivered straight to your door. The company also operates a lean and innovative supply chain designed to eliminate food waste, reduce carbon emissions, optimize packaging, and favor local ingredient sourcing. With operations in 14 countries, HelloFresh delivered more than 600 million meals to 5.3 million active customers last year, providing organized, preportioned meal kits tailored to serve different household sizes, schedules, and tastes. The HelloFresh approach to meeting diverse needs, creating new menu options, and providing convenient delivery to each home it serves depends on two crucial ingredients: maintaining a deep understanding of its customers and staying agile across every aspect of its business, including product development, production, and distribution.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":11},{"label":"Company","startOffset":16,"endOffset":26},{"label":"Company","startOffset":68,"endOffset":78}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.250807","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"This is why HelloFresh uses Amazon Web Services (AWS). With AWS, HelloFresh gets a reliable, global cloud infrastructure that easily scales to support the company’s growth around the world. With the help of AWS consultation and expertise, HelloFresh has modernized its data capabilities, moving from its legacy database to a data lake where it can centralize storage of both structured and unstructured data. This makes it easier for HelloFresh to bring together information from multiple data sources and use analytics tools to gather insights that it can use to improve its services and create new offerings for customers. Using AWS, HelloFresh maintains a closer connection to changing customer preferences and the flexibility to quickly adapt its meal offerings and delivery services.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22},{"label":"Company","startOffset":65,"endOffset":75},{"label":"Company","startOffset":239,"endOffset":249},{"label":"Company","startOffset":434,"endOffset":444},{"label":"Company","startOffset":636,"endOffset":646},{"label":"AWS service","startOffset":28,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237045","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"HelloFresh runs much of its data management on Amazon Simple Storage Service (Amazon S3), a service that offers industry-leading scalability, data availability, security, and performance. It also uses Amazon Relational Database Service (Amazon RDS) for automating time-consuming administration tasks related to database management, such as hardware provisioning, database setup, patching, and backups. Also important to HelloFresh data management is Amazon EMR, a big data platform that makes it easier to process vast amounts of data using open source tools.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10},{"label":"Company","startOffset":420,"endOffset":430},{"label":"AWS service","startOffset":47,"endOffset":88},{"label":"AWS service","startOffset":201,"endOffset":248},{"label":"AWS service","startOffset":450,"endOffset":460}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.238855","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"See how HelloFresh is using AWS to deliver personalized customer experiences in the new “AWS Is How” campaign. Learn how retail companies can use AWS to build solutions that enhance customer experiences and deliver insights that improve operations.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":8,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237409","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"BigBasket Grows Bigger with 400,000 Daily Orders on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"AWS service","startOffset":52,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249202","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.305036","human-annotated":"yes","entities":[]}}
{"source":"Traffic Spikes Sixfold during Lockdown","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799664","human-annotated":"yes","entities":[]}}
{"source":"The online grocery market in India is competitive and value-driven, with some 20 companies vying for shoppers in a market that’s expected to hit $10.5 billion by 2023. The central government’s development of smart cities includes infrastructure to support the growth of ecommerce, and many large companies are making plays to get in on the action.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:50:20.090363","human-annotated":"yes","entities":[]}}
{"source":"BigBasket, India’s largest online grocery, has been in business since 2011. Customer retention is at the heart of its strategy, as well as a hyper-local approach to inventory. BigBasket is available in 21 cities and runs its infrastructure on the Amazon Web Services (AWS) Cloud. The business had been growing 20–30 percent each year, but when COVID-19 struck and India went into lockdown, BigBasket faced unprecedented demand. Daily traffic was suddenly six times higher than pre–COVID-19 peaks.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":176,"endOffset":185},{"label":"AWS service","startOffset":247,"endOffset":278}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785848","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Big Basket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417064","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332699","human-annotated":"yes","entities":[]}}
{"source":"With AWS, we have all the pieces of the puzzle to smoothly run a large ecommerce architecture.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713782","human-annotated":"yes","entities":[]}}
{"source":"Rakshit Daga","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":12}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559800","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technology Officer, BigBasket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":26,"endOffset":35}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.823761","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":" ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306580","human-annotated":"yes","entities":[]}}
{"source":"Microservices and Containers Boost Efficiency","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780106","human-annotated":"yes","entities":[]}}
{"source":"BigBasket subscribes to AWS Enterprise Support and immediately consulted with the AWS team for advice on scaling its architecture efficiently. “AWS Enterprise Support has been our go-to destination for all queries when we’re building something new or maintaining and enhancing existing functions,” says Rakshit Daga, chief technology officer at BigBasket. “Given the breadth of AWS solutions we use, we have questions on all kinds of topics, and Enterprise Support connects us to the right person quickly.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":345,"endOffset":354},{"label":"AWS service","startOffset":24,"endOffset":46},{"label":"Person name","startOffset":303,"endOffset":315},{"label":"Job title","startOffset":317,"endOffset":341}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768432","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The company had already begun shifting to asynchronous work queues in 2018, isolating workloads into containers and breaking up its monolithic architecture. However, the onset of the 2020 lockdown shifted this process into high gear. By mid-2020, the company was fully containerized with 60 microservices running on Kubernetes.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896096","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat Boosts Efficiency and Productivity by 40% on Amazon Lightsail","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":54,"endOffset":70},{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280786","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093274","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat, a meat boutique founded in Uruguay and with US operations in Miami, Florida, was using Microsoft Excel spreadsheets to manage isolated inventories manually, but this time-consuming process was hampering its growth. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560132","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Looking to modernize its data solution, Gourmeat turned to Amazon Web Services (AWS) and AWS Select Consulting Partner Nub8. Within weeks, the company had a new inventory management system hosted on Amazon Lightsail, a simple-to-use virtual private server that offers everything needed to build a web application. Gourmeat’s integrated cloud-based inventory application reduces time spent on inventory management, maintains reliable and secure data, and enables key decision makers in the company to have simultaneous data access.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":48},{"label":"Company","startOffset":119,"endOffset":124},{"label":"Company","startOffset":314,"endOffset":323},{"label":"AWS service","startOffset":59,"endOffset":84},{"label":"AWS service","startOffset":199,"endOffset":216}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.512598","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Gourmeat storefront","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.895399","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416358","human-annotated":"yes","entities":[]}}
{"source":"Once we started using the solution built on Amazon Lightsail, inventory management and report creation went from approximately 4 hours a week to less than 20 minutes.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":44,"endOffset":61}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605738","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Lucia Albanell","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.784897","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"CEO and cofounder, Gourmeat","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":18},{"label":"Company","startOffset":19,"endOffset":27}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605341","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Moving to Integrated Inventory Management","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306526","human-annotated":"yes","entities":[]}}
{"source":"Founded in 2013, Gourmeat sells hormone- and antibiotic-free meat online and in stores in Uruguay and Miami. Before turning to AWS and Nub8, Gourmeat managed inventory through manual reports from its vendors. “The old system used isolated applications, and it didn’t enable simultaneous access for decision makers across the company,” says Lucia Albanell, CEO and cofounder of Gourmeat. “This resulted in inefficiencies and low confidence in data quality.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":135,"endOffset":139},{"label":"Company","startOffset":141,"endOffset":149},{"label":"Company","startOffset":377,"endOffset":385},{"label":"Person name","startOffset":340,"endOffset":354},{"label":"Job title","startOffset":356,"endOffset":359},{"label":"Job title","startOffset":364,"endOffset":373}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091265","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Pearson Boosts Security and Productivity Using Amazon Elasticsearch Service","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":47,"endOffset":75}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332629","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605408","human-annotated":"yes","entities":[]}}
{"source":"Global educational media company Pearson needed a more efficient way to analyze and gain insights from its log data. With a number of teams in various locations using Elasticsearch—the popular open-source tool for search and log analytics—Pearson found that keeping track of log data and managing updates led to high operating costs. Faced with this, as well as increasingly complex security log management and analysis, the company found a solution on Amazon Web Services (AWS). Pearson quickly saw improvements by migrating from its self-managed open-source Elasticsearch architecture to Amazon Elasticsearch Service, a fully managed service that makes it easy to deploy, secure, and run Elasticsearch cost effectively at scale. Rather than spending considerable time and resources on managing the Elasticsearch clusters on its own, Pearson used the managed Amazon Elasticsearch Service as part of its initiative to modernize its products. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":33,"endOffset":40},{"label":"Company","startOffset":239,"endOffset":246},{"label":"Company","startOffset":480,"endOffset":487},{"label":"Company","startOffset":835,"endOffset":842},{"label":"AWS service","startOffset":167,"endOffset":180},{"label":"AWS service","startOffset":453,"endOffset":479},{"label":"AWS service","startOffset":590,"endOffset":610},{"label":"AWS service","startOffset":860,"endOffset":888}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:47:21.422411","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Shot of two young women using a laptop together in a college library","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":53,"endOffset":68}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.779644","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.850307","human-annotated":"yes","entities":[]}}
{"source":"As we migrate to Amazon Elasticsearch Service, we can start to focus on what’s necessary from a security perspective. We can bring in different skill sets and focus on what’s more important to the company rather than just maintaining standard hardware or infrastructure.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":17,"endOffset":45}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559063","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Muthu Meyyappan","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048123","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"VP of Security Engineering and Product Security Officer, Pearson","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":26},{"label":"Job title","startOffset":31,"endOffset":56},{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:22:09.454285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Meeting the Needs of the Modern World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489354","human-annotated":"yes","entities":[]}}
{"source":"As one of the largest and oldest educational companies in the world, Pearson operates in 70 different countries. The company provides a wide variety of educational content and assessments and other services, which are often specialized for different target audiences. As the company moved toward digitization in the cloud, it began to use AWS services. At first, Pearson used Amazon Elastic Compute Cloud (Amazon EC2)—a web service that provides secure, resizable compute capacity in the cloud—to power its self-managed open-source Elasticsearch. But the company found that a self-managed approach posed several challenges. “One of the major issues we had was with the security portion of the fine-grained access control—we weren’t able to work through that,” says Muthu Meyyappan, vice president of security engineering and product security officer for Pearson. “Another challenge was maintaining the upgrades and the usual service management below the line, which consumed the effort of a full-time engineer to maintain the platform.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":765,"endOffset":780},{"label":"Person name","startOffset":782,"endOffset":796},{"label":"Company","startOffset":854,"endOffset":861},{"label":"Company","startOffset":363,"endOffset":370},{"label":"Job title","startOffset":825,"endOffset":849},{"label":"AWS service","startOffset":376,"endOffset":417}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093195","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In order to iron out its access control to log data and reduce the amount of time spent on updates, Pearson turned to Amazon Elasticsearch Service. “When we were updating the open-source Elasticsearch, it took time to make sure we didn’t miss any data,” says Meyyappan. “We were looking to have someone else take that accountability. If there is data lost, for example, Amazon Elasticsearch Service enables us to go back 14 days and get the index back. Features like that encouraged us to migrate to the managed service.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":100,"endOffset":107},{"label":"AWS service","startOffset":118,"endOffset":147},{"label":"AWS service","startOffset":370,"endOffset":398},{"label":"Person name","startOffset":259,"endOffset":268}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.824989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"TestWe Turns to AWS to Drive Global Expansion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":6},{"label":"AWS service","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617652","human-annotated":"yes","entities":[]}}
{"source":"In 2014, colleagues Clément Régnier and Charles Zhu came across a study that indicated 95 percent of European students owned laptops. However, educational institutions continued to rely on paper-based exams. That’s when Régnier and Zhu decided to launch TestWe, a platform for administering in-class and remote computer-based assessments.  “Students were using their devices for taking notes, research, and sending emails,” says Régnier. “It only made sense for them to use their laptops to take exams as well.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":20,"endOffset":35},{"label":"Person name","startOffset":40,"endOffset":51},{"label":"Person name","startOffset":429,"endOffset":436},{"label":"Person name","startOffset":232,"endOffset":235},{"label":"Person name","startOffset":220,"endOffset":227},{"label":"Company","startOffset":254,"endOffset":260}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.852322","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The TestWe solution gives students the ability to take exams securely, in the classroom or at home. Educational institutions can administer digital exams while eliminating the possibility of students getting help from online resources or other people since the tests are taken offline and recorded by a camera. The TestWe exam process runs in the cloud and can be fully integrated into a school’s learning management system. Additionally, the tests can run directly on any type of student devices.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":10},{"label":"Company","startOffset":315,"endOffset":321}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858864","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Today, TestWe is available in seven different languages and used in countries throughout Western Europe as well as in North and South America. Every year, TestWe helps teachers create millions of test questions.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":7,"endOffset":13},{"label":"Company","startOffset":155,"endOffset":161}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713699","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Student studies outside","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207974","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822867","human-annotated":"yes","entities":[]}}
{"source":"Using AWS services enhances our credibility. Partners and customers know our tests will run reliably and scale easily.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.786257","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Clément Régnier","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.800211","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Cofounder and Chief Commercial Officer, TestWe","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":46},{"label":"Job title","startOffset":0,"endOffset":9},{"label":"Job title","startOffset":14,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.857285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Global Expansion Requires Greater Firepower in the Cloud","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822938","human-annotated":"yes","entities":[]}}
{"source":"In the early years of the company, TestWe relied on a regional cloud-platform provider to host its applications. The company then began to expand to markets throughout Western Europe and into Canada and South America. Régnier and Zhu soon realized they needed to migrate their testing applications to a provider with global capabilities—one that could deliver applications from local regional data centers.  “We wanted to ensure students, teachers, and administrators continued to experience fast performance when interacting with the tests, no matter where they are located,” says Régnier. “And with a larger customer base, we needed to make sure our cloud infrastructure could handle spikes in activity.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":35,"endOffset":41},{"label":"Person name","startOffset":218,"endOffset":225},{"label":"Person name","startOffset":230,"endOffset":233}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721947","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"University of Oxford Introduces a Sector-Leading Image Recognition ML Prototype to Augment Digitization in Numismatics","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":0,"endOffset":20}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130779","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331976","human-annotated":"yes","entities":[]}}
{"source":"The University of Oxford houses 21 million objects in the collections of its Gardens, Libraries \u0026 Museums (GLAM)—artifacts and specimens that are among the world’s most significant. One aspect of GLAM’s mission is to preserve these assets and make them accessible to the world for education and research. However, the organization has only enough space to display about 10 percent of its holdings at a time, and there’s an enormous backlog of artifacts still waiting to be cataloged. To tackle that obstacle, GLAM used Amazon Web Services (AWS) to build an enhanced image recognition system that would help accelerate the process of cataloging artifacts.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":4,"endOffset":24},{"label":"AWS service","startOffset":519,"endOffset":544}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896027","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"The Gardens and Museums IT team used Amazon SageMaker, a fully managed service that provides developers and data scientists with the ability to build, train, and deploy machine learning (ML) models quickly. Powered by Amazon Elastic Compute Cloud (Amazon EC2) instances, the models were trained and deployed at low cost to automatically catalog the extensive coin collection of the Ashmolean Museum—which is the United Kingdom’s first public museum and the world’s first university museum. On AWS, the image recognition system identifies and catalogs coins in a fraction of the time it would take human volunteers to complete the same task.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":53},{"label":"AWS service","startOffset":218,"endOffset":259},{"label":"Education","startOffset":382,"endOffset":398}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858189","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Exterior of the Ashmolean Museum.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489296","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.354552","human-annotated":"yes","entities":[]}}
{"source":"I thought this project would be complex and time consuming, but using AWS made it easy.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048510","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Anjanesh Babu","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417494","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Systems Architect and Network Manager, Gardens and Museums IT, University of Oxford\u0027s Gardens, Libraries \u0026 Museums","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332032","human-annotated":"yes","entities":[]}}
{"source":"Updating Infrastructure and Creating an ML-Based Cataloging System on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780039","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"GLAM comprises four museums—the Ashmolean Museum of Art and Archaeology, the Oxford University Museum of Natural History, the Pitt Rivers Museum, and the History of Science Museum—as well as the Bodleian Libraries and the Oxford Botanic Garden \u0026 Harcourt Arboretum. In 2019, GLAM saw 900,000 visitors to its digital collections. Its 21 million objects include live specimens and plants, historical artifacts, and even images of objects that were damaged, lost, or returned to collectors. “For many years, the museums were not overly active at investing in and managing the information technology infrastructure that underpins all our digital services,” says Anjanesh Babu, systems architect and network manager at Gardens and Museums IT. “After years of underinvestment in outdated infrastructure, the University of Oxford brought together a strategic focus on digital transformation through the GLAM Digital program.” As part of this program, the Digital Estate Improvement project was the foundational part to deliver root and branch improvements to the infrastructure to make it fit to meet the digital aspirations laid out in the objectives. In 2017, the project uploaded 60 TB of digital records to Amazon Simple Storage Service (Amazon S3), an object storage service that offers industry-leading scalability, data availability, security, and performance.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":32,"endOffset":48},{"label":"Education","startOffset":95,"endOffset":120},{"label":"Education","startOffset":126,"endOffset":144},{"label":"Education","startOffset":150,"endOffset":179},{"label":"Education","startOffset":195,"endOffset":213},{"label":"School","startOffset":77,"endOffset":94},{"label":"School","startOffset":802,"endOffset":822},{"label":"Person name","startOffset":658,"endOffset":671},{"label":"AWS service","startOffset":1204,"endOffset":1246}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.357366","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"UFE Mongolia Goes Online in 10 Days with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.720377","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560614","human-annotated":"yes","entities":[]}}
{"source":"Pearson Boosts Security and Productivity Using Amazon Elasticsearch Service","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":47,"endOffset":75}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332629","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605408","human-annotated":"yes","entities":[]}}
{"source":"Global educational media company Pearson needed a more efficient way to analyze and gain insights from its log data. With a number of teams in various locations using Elasticsearch—the popular open-source tool for search and log analytics—Pearson found that keeping track of log data and managing updates led to high operating costs. Faced with this, as well as increasingly complex security log management and analysis, the company found a solution on Amazon Web Services (AWS). Pearson quickly saw improvements by migrating from its self-managed open-source Elasticsearch architecture to Amazon Elasticsearch Service, a fully managed service that makes it easy to deploy, secure, and run Elasticsearch cost effectively at scale. Rather than spending considerable time and resources on managing the Elasticsearch clusters on its own, Pearson used the managed Amazon Elasticsearch Service as part of its initiative to modernize its products. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":33,"endOffset":40},{"label":"Company","startOffset":239,"endOffset":246},{"label":"Company","startOffset":480,"endOffset":487},{"label":"Company","startOffset":835,"endOffset":842},{"label":"AWS service","startOffset":167,"endOffset":180},{"label":"AWS service","startOffset":453,"endOffset":479},{"label":"AWS service","startOffset":590,"endOffset":610},{"label":"AWS service","startOffset":860,"endOffset":888}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:47:21.422411","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Shot of two young women using a laptop together in a college library","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":53,"endOffset":68}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.779644","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.850307","human-annotated":"yes","entities":[]}}
{"source":"As we migrate to Amazon Elasticsearch Service, we can start to focus on what’s necessary from a security perspective. We can bring in different skill sets and focus on what’s more important to the company rather than just maintaining standard hardware or infrastructure.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":17,"endOffset":45}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559063","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Muthu Meyyappan","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048123","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"VP of Security Engineering and Product Security Officer, Pearson","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":26},{"label":"Job title","startOffset":31,"endOffset":56},{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:22:09.454285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Meeting the Needs of the Modern World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489354","human-annotated":"yes","entities":[]}}
{"source":"As one of the largest and oldest educational companies in the world, Pearson operates in 70 different countries. The company provides a wide variety of educational content and assessments and other services, which are often specialized for different target audiences. As the company moved toward digitization in the cloud, it began to use AWS services. At first, Pearson used Amazon Elastic Compute Cloud (Amazon EC2)—a web service that provides secure, resizable compute capacity in the cloud—to power its self-managed open-source Elasticsearch. But the company found that a self-managed approach posed several challenges. “One of the major issues we had was with the security portion of the fine-grained access control—we weren’t able to work through that,” says Muthu Meyyappan, vice president of security engineering and product security officer for Pearson. “Another challenge was maintaining the upgrades and the usual service management below the line, which consumed the effort of a full-time engineer to maintain the platform.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":765,"endOffset":780},{"label":"Person name","startOffset":782,"endOffset":796},{"label":"Company","startOffset":854,"endOffset":861},{"label":"Company","startOffset":363,"endOffset":370},{"label":"Job title","startOffset":825,"endOffset":849},{"label":"AWS service","startOffset":376,"endOffset":417}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093195","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In order to iron out its access control to log data and reduce the amount of time spent on updates, Pearson turned to Amazon Elasticsearch Service. “When we were updating the open-source Elasticsearch, it took time to make sure we didn’t miss any data,” says Meyyappan. “We were looking to have someone else take that accountability. If there is data lost, for example, Amazon Elasticsearch Service enables us to go back 14 days and get the index back. Features like that encouraged us to migrate to the managed service.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":100,"endOffset":107},{"label":"AWS service","startOffset":118,"endOffset":147},{"label":"AWS service","startOffset":370,"endOffset":398},{"label":"Person name","startOffset":259,"endOffset":268}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.824989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"TestWe Turns to AWS to Drive Global Expansion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":6},{"label":"AWS service","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617652","human-annotated":"yes","entities":[]}}
{"source":"In 2014, colleagues Clément Régnier and Charles Zhu came across a study that indicated 95 percent of European students owned laptops. However, educational institutions continued to rely on paper-based exams. That’s when Régnier and Zhu decided to launch TestWe, a platform for administering in-class and remote computer-based assessments.  “Students were using their devices for taking notes, research, and sending emails,” says Régnier. “It only made sense for them to use their laptops to take exams as well.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":20,"endOffset":35},{"label":"Person name","startOffset":40,"endOffset":51},{"label":"Person name","startOffset":429,"endOffset":436},{"label":"Person name","startOffset":232,"endOffset":235},{"label":"Person name","startOffset":220,"endOffset":227},{"label":"Company","startOffset":254,"endOffset":260}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.852322","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The TestWe solution gives students the ability to take exams securely, in the classroom or at home. Educational institutions can administer digital exams while eliminating the possibility of students getting help from online resources or other people since the tests are taken offline and recorded by a camera. The TestWe exam process runs in the cloud and can be fully integrated into a school’s learning management system. Additionally, the tests can run directly on any type of student devices.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":10},{"label":"Company","startOffset":315,"endOffset":321}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858864","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Today, TestWe is available in seven different languages and used in countries throughout Western Europe as well as in North and South America. Every year, TestWe helps teachers create millions of test questions.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":7,"endOffset":13},{"label":"Company","startOffset":155,"endOffset":161}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713699","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Student studies outside","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207974","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822867","human-annotated":"yes","entities":[]}}
{"source":"Using AWS services enhances our credibility. Partners and customers know our tests will run reliably and scale easily.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.786257","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Clément Régnier","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.800211","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Cofounder and Chief Commercial Officer, TestWe","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":46},{"label":"Job title","startOffset":0,"endOffset":9},{"label":"Job title","startOffset":14,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.857285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Global Expansion Requires Greater Firepower in the Cloud","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822938","human-annotated":"yes","entities":[]}}
{"source":"In the early years of the company, TestWe relied on a regional cloud-platform provider to host its applications. The company then began to expand to markets throughout Western Europe and into Canada and South America. Régnier and Zhu soon realized they needed to migrate their testing applications to a provider with global capabilities—one that could deliver applications from local regional data centers.  “We wanted to ensure students, teachers, and administrators continued to experience fast performance when interacting with the tests, no matter where they are located,” says Régnier. “And with a larger customer base, we needed to make sure our cloud infrastructure could handle spikes in activity.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":35,"endOffset":41},{"label":"Person name","startOffset":218,"endOffset":225},{"label":"Person name","startOffset":230,"endOffset":233}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721947","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"University of Oxford Introduces a Sector-Leading Image Recognition ML Prototype to Augment Digitization in Numismatics","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":0,"endOffset":20}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130779","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331976","human-annotated":"yes","entities":[]}}
{"source":"The University of Oxford houses 21 million objects in the collections of its Gardens, Libraries \u0026 Museums (GLAM)—artifacts and specimens that are among the world’s most significant. One aspect of GLAM’s mission is to preserve these assets and make them accessible to the world for education and research. However, the organization has only enough space to display about 10 percent of its holdings at a time, and there’s an enormous backlog of artifacts still waiting to be cataloged. To tackle that obstacle, GLAM used Amazon Web Services (AWS) to build an enhanced image recognition system that would help accelerate the process of cataloging artifacts.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":4,"endOffset":24},{"label":"AWS service","startOffset":519,"endOffset":544}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896027","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"The Gardens and Museums IT team used Amazon SageMaker, a fully managed service that provides developers and data scientists with the ability to build, train, and deploy machine learning (ML) models quickly. Powered by Amazon Elastic Compute Cloud (Amazon EC2) instances, the models were trained and deployed at low cost to automatically catalog the extensive coin collection of the Ashmolean Museum—which is the United Kingdom’s first public museum and the world’s first university museum. On AWS, the image recognition system identifies and catalogs coins in a fraction of the time it would take human volunteers to complete the same task.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":53},{"label":"AWS service","startOffset":218,"endOffset":259},{"label":"Education","startOffset":382,"endOffset":398}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858189","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Exterior of the Ashmolean Museum.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489296","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.354552","human-annotated":"yes","entities":[]}}
{"source":"I thought this project would be complex and time consuming, but using AWS made it easy.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048510","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Anjanesh Babu","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417494","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Systems Architect and Network Manager, Gardens and Museums IT, University of Oxford\u0027s Gardens, Libraries \u0026 Museums","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332032","human-annotated":"yes","entities":[]}}
{"source":"Updating Infrastructure and Creating an ML-Based Cataloging System on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780039","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"GLAM comprises four museums—the Ashmolean Museum of Art and Archaeology, the Oxford University Museum of Natural History, the Pitt Rivers Museum, and the History of Science Museum—as well as the Bodleian Libraries and the Oxford Botanic Garden \u0026 Harcourt Arboretum. In 2019, GLAM saw 900,000 visitors to its digital collections. Its 21 million objects include live specimens and plants, historical artifacts, and even images of objects that were damaged, lost, or returned to collectors. “For many years, the museums were not overly active at investing in and managing the information technology infrastructure that underpins all our digital services,” says Anjanesh Babu, systems architect and network manager at Gardens and Museums IT. “After years of underinvestment in outdated infrastructure, the University of Oxford brought together a strategic focus on digital transformation through the GLAM Digital program.” As part of this program, the Digital Estate Improvement project was the foundational part to deliver root and branch improvements to the infrastructure to make it fit to meet the digital aspirations laid out in the objectives. In 2017, the project uploaded 60 TB of digital records to Amazon Simple Storage Service (Amazon S3), an object storage service that offers industry-leading scalability, data availability, security, and performance.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":32,"endOffset":48},{"label":"Education","startOffset":95,"endOffset":120},{"label":"Education","startOffset":126,"endOffset":144},{"label":"Education","startOffset":150,"endOffset":179},{"label":"Education","startOffset":195,"endOffset":213},{"label":"School","startOffset":77,"endOffset":94},{"label":"School","startOffset":802,"endOffset":822},{"label":"Person name","startOffset":658,"endOffset":671},{"label":"AWS service","startOffset":1204,"endOffset":1246}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.357366","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"UFE Mongolia Goes Online in 10 Days with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.720377","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560614","human-annotated":"yes","entities":[]}}
{"source":"UFE-Mongolia_Customer-Reference_Image","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489217","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.208028","human-annotated":"yes","entities":[]}}
{"source":"The University had years and years of content. The challenge was how to move it to the new system. Using AWS, it took us only three days.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560200","human-annotated":"yes","entities":[]}}
{"source":"Ankhtuya Dorisuren","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417859","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Vice President, UFE","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":15},{"label":"Company","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251703","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Founded in 1924, the University of Finance and Economics (UFE) is one of the oldest educational institutions in Mongolia.It has over 6,000 students and more than 300 employees and has successfully been running some online courses using on-premises technology since 2015. However, when the COVID-19 pandemic struck, UFE used Amazon Web Services (AWS) to move all teaching online in less than two weeks, enabling students to continue their studies remotely.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":21,"endOffset":62},{"label":"School","startOffset":315,"endOffset":318},{"label":"Education","startOffset":139,"endOffset":147},{"label":"AWS service","startOffset":324,"endOffset":349}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306448","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"On-Premises Infrastructure Not Up to the Job","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130904","human-annotated":"yes","entities":[]}}
{"source":"At the beginning of 2020, UFE was using a local data center with two local servers. But when more than 400 students tried to access it at once, the system was overloaded, resulting in the entire learning management system going offline. The local power supply was unreliable and the server would need to be restarted manually after every power outage. Ankhtuya Dorisuren, UFE vice president, explains: “This made it really difficult for students taking courses who lived in the countryside and needed to access resources and teaching remotely.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":352,"endOffset":371},{"label":"Company","startOffset":372,"endOffset":375},{"label":"Company","startOffset":26,"endOffset":29},{"label":"Job title","startOffset":376,"endOffset":390}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:50:53.756875","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In late January, the government of Mongolia announced a nationwide lockdown with strict quarantine measures. All educational institutions closed within the space of a week and overseas students were recalled home. This presented UFE with a problem: how to continue providing all students with top-quality teaching while complying with the lockdown restrictions. The speed of implementation was critical, as was the need for an accessible and reliable system. UFE decided to transfer its entire online learning management system to AWS cloud-based infrastructure—and did so within just 10-days.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":229,"endOffset":232},{"label":"Company","startOffset":459,"endOffset":462}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.323417","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi.ru Takes Lockdown Schoolchildren Online with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":50,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049145","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896150","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru became a first responder for education, keeping students learning, when COVID-19 hit. The company provides school-age learning services around the world, including Asia, Canada, Latin America, Russia, South Africa, and the USA. Originally designed for use in the classroom and for extracurricular self-education, its services employ an engaging, gamified approach to enhance education.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604716","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"When the pandemic took hold, schools were shut down and the company found itself having to provide remote learning for a much larger student audience. It rapidly introduced new free services for schools, children, and teachers, providing large-scale informational, methodological support for its school communities.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.049220","human-annotated":"yes","entities":[]}}
{"source":"The company soon found that its co-located servers were unable to cope with a massive increase in usage, with more than 240,000 users now on the site at once, compared to around 60,000 previously.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799616","human-annotated":"yes","entities":[]}}
{"source":"Uchi.ru turned to Amazon Web Services (AWS) for the urgent migration needed to scale and meet the demand—a migration that was achieved successfully and quickly.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":18,"endOffset":43}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.511131","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Uchi-customer-references","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":4}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249551","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091359","human-annotated":"yes","entities":[]}}
{"source":"The migration took three days. It wasn’t business as usual and we were outside our comfort zone, but it turned out to be fast, smooth, and practically flawless in execution.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306633","human-annotated":"yes","entities":[]}}
{"source":"Alexey Vakhov","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.321907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technical Officer, Uchi.ru","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":25,"endOffset":32}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207249","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Turning to the Cloud to Cope with Overnight Demand","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799545","human-annotated":"yes","entities":[]}}
{"source":"As the sector’s largest educational technology provider, Uchi.ru had some 350,000 Russian speakers access its classroom services at least once a day at the beginning of 2020. When the pandemic hit in March 2020, all schools closed with little notice.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130398","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"The Uchi.ru team responded rapidly, introducing new distance-learning tools and services to support students and teachers. They found extremely high demand for distance learning and as a result, Uchi.ru was on the front line of education provision, no longer an adjunct but of primary importance to the whole school-age education system.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":11},{"label":"Company","startOffset":195,"endOffset":202}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780820","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Pomelo Fashion Enhances Shoppers’ Experience, Increases Revenue Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14},{"label":"AWS service","startOffset":70,"endOffset":88}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721020","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416450","human-annotated":"yes","entities":[]}}
{"source":"Pomelo Fashion, a global fashion e-commerce service based in Southeast Asia, had been displaying items on its website in much the same way since it was founded in 2013. The setup had grown stale, not to mention that the algorithm for displaying the items relied on old data streams with limited inputs and spotty accuracy. So as a fast-growing, innovative startup, Pomelo Fashion set out to create personalized customer experiences that would improve the discoverability of new items and increase revenue—and it needed a solution that would do so at scale. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617575","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion turned to Amazon Web Services (AWS) and used Amazon Personalize, which enables developers to build applications with the same machine learning (ML) technology used by Amazon.com for real-time personalized recommendations. By using Amazon Personalize—and the services of AWS Advanced Technology Partners Segment and Braze—to build fresh sorting and categorizing features, Pomelo Fashion created a unique, personalized shopping experience that boosts customer engagement and more efficiently converts it into sales.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14},{"label":"Company","startOffset":386,"endOffset":400},{"label":"AWS service","startOffset":25,"endOffset":50},{"label":"AWS service","startOffset":60,"endOffset":78},{"label":"AWS service","startOffset":246,"endOffset":264}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.712818","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Smiling attractive young african woman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.248325","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604384","human-annotated":"yes","entities":[]}}
{"source":"When you think of e-commerce, you think of AWS. New services are always coming out on AWS, and support is very good.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.722017","human-annotated":"yes","entities":[]}}
{"source":"Shane Leese","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":11}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207907","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Business Intelligence Director, Pomelo Fashion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":30},{"label":"Company","startOffset":32,"endOffset":46}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331901","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Updating a Years-Old Algorithm Using Amazon Personalize","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560548","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Pomelo Fashion sells apparel online and in 18 retail locations throughout Southeast Asia. Shipping to nearly two million customers in more than 50 countries, the company currently employs 500 staff members across its corporate offices, retail stores, and warehouses. Its gross revenue tripled from 2017 to 2018, doubled from 2018 to 2019, and is on track to double in 2020 despite the overall global economy being down—in July 2020 alone, the company reported $7.5 million in revenue. For years, Pomelo Fashion relied on an algorithm that ranked products on category pages—such as “Dresses,” “Blouses,” and “Pants \u0026 Bottoms”—based on page views and sales, blending the trends of the past 30 days with lifetime behaviors, product price, and newest releases. The rank was calculated daily and stored in a database, providing an identical experience for every user by country. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.252030","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Neiman Marcus Increases New Application Speed to Market by 50% on AWS, Improves Digital Selling for Associates","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322695","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130849","human-annotated":"yes","entities":[]}}
{"source":"A luxury household name, Neiman Marcus has a reputation for delivering a first-class, personalized customer service experience. To modernize and enhance that experience, the company wanted to develop Connect, an omnichannel digital selling application that would empower associates to view rich, personalized customer information with the goal of making each customer interaction unforgettable. When the COVID-19 pandemic forced many retail stores to close, the company’s sales moved exclusively online. To continue providing the hallmark experience that had always attracted customers, Neiman Marcus needed to launch Connect quickly to enable associates to perform digital selling. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":25,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:55:28.322310","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Choosing a serverless architecture with mobile development solutions on Amazon Web Services (AWS) enabled the development team to launch the app much faster than in the 4 months it had originally planned. “Using AWS cloud-native and serverless technologies, we increased our speed to market by at least 50 percent and were able to accelerate the launch of Connect,” says Sriram Vaidyanathan, senior director of omni engineering at Neiman Marcus. This approach also greatly reduced app-building costs and provided developers with more agility for the development and rapid deployment of updates. The app elastically scales to support traffic at any volume for greater cost efficiency, and it has increased","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":72,"endOffset":97},{"label":"Person name","startOffset":371,"endOffset":390},{"label":"Job title","startOffset":392,"endOffset":407},{"label":"Company","startOffset":431,"endOffset":444}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.206638","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785924","human-annotated":"yes","entities":[]}}
{"source":"Female sales associate peruses clothing rack. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.490058","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.719819","human-annotated":"yes","entities":[]}}
{"source":"Using AWS Amplify on a serverless architecture cost us 90 percent less than if we had built the app using a more traditional method. This is a huge win for us.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249887","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Hemanth Jayaraman","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":17}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207582","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Senior Director of Cloud Engineering, Neiman Marcus","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":36},{"label":"Company","startOffset":38,"endOffset":51}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604308","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Empowering Associates to Elevate the Customer Experience","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416511","human-annotated":"yes","entities":[]}}
{"source":"Neiman Marcus is the flagship brand of the Neiman Marcus Group, a luxury retail organization founded in 1907 and generating $2.6 billion in annual revenue from its subsidiaries. Before Neiman Marcus developed Connect, associates were using an assortment of tools and technologies to provide customer service. Each solution provided a","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768784","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"different piece of information an associate needed to generate a sale. Some of these solutions were outdated, and all of them were creating friction. As a result, they were increasing sell times and decreasing associate productivity.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.277342","human-annotated":"yes","entities":[]}}
{"source":"AWS for Industries","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280074","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"AWS is How: HelloFresh Delivers a Personalized Experience to Millions of Customers Around the World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559447","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"by Ed Jimenez | on 21 MAY 2021 | in Amazon EMR, Amazon Simple Storage Services (S3), Industries, Retail | Permalink |  Comments |  Share","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":3,"endOffset":13},{"label":"AWS service","startOffset":36,"endOffset":47},{"label":"AWS service","startOffset":48,"endOffset":84}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:52:43.251089","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Mealtimes are important sources of connection, comfort, and self-care. And though we all have different lifestyles and preferences, we tend to crave similar qualities when it comes to food: variety, novelty, nutrition, convenience, and great taste. In essence, great food experiences are personal experiences that offer plenty of choice and flexibility.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.604781","human-annotated":"yes","entities":[]}}
{"source":"HelloFreshEnter HelloFresh, the most popular meal kit in the world. HelloFresh provides fresh, healthy, affordable ingredients and easy-to-follow recipes that are delivered straight to your door. The company also operates a lean and innovative supply chain designed to eliminate food waste, reduce carbon emissions, optimize packaging, and favor local ingredient sourcing. With operations in 14 countries, HelloFresh delivered more than 600 million meals to 5.3 million active customers last year, providing organized, preportioned meal kits tailored to serve different household sizes, schedules, and tastes. The HelloFresh approach to meeting diverse needs, creating new menu options, and providing convenient delivery to each home it serves depends on two crucial ingredients: maintaining a deep understanding of its customers and staying agile across every aspect of its business, including product development, production, and distribution.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":11},{"label":"Company","startOffset":16,"endOffset":26},{"label":"Company","startOffset":68,"endOffset":78}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.250807","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"This is why HelloFresh uses Amazon Web Services (AWS). With AWS, HelloFresh gets a reliable, global cloud infrastructure that easily scales to support the company’s growth around the world. With the help of AWS consultation and expertise, HelloFresh has modernized its data capabilities, moving from its legacy database to a data lake where it can centralize storage of both structured and unstructured data. This makes it easier for HelloFresh to bring together information from multiple data sources and use analytics tools to gather insights that it can use to improve its services and create new offerings for customers. Using AWS, HelloFresh maintains a closer connection to changing customer preferences and the flexibility to quickly adapt its meal offerings and delivery services.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":12,"endOffset":22},{"label":"Company","startOffset":65,"endOffset":75},{"label":"Company","startOffset":239,"endOffset":249},{"label":"Company","startOffset":434,"endOffset":444},{"label":"Company","startOffset":636,"endOffset":646},{"label":"AWS service","startOffset":28,"endOffset":53}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237045","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"HelloFresh runs much of its data management on Amazon Simple Storage Service (Amazon S3), a service that offers industry-leading scalability, data availability, security, and performance. It also uses Amazon Relational Database Service (Amazon RDS) for automating time-consuming administration tasks related to database management, such as hardware provisioning, database setup, patching, and backups. Also important to HelloFresh data management is Amazon EMR, a big data platform that makes it easier to process vast amounts of data using open source tools.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10},{"label":"Company","startOffset":420,"endOffset":430},{"label":"AWS service","startOffset":47,"endOffset":88},{"label":"AWS service","startOffset":201,"endOffset":248},{"label":"AWS service","startOffset":450,"endOffset":460}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.238855","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"See how HelloFresh is using AWS to deliver personalized customer experiences in the new “AWS Is How” campaign. Learn how retail companies can use AWS to build solutions that enhance customer experiences and deliver insights that improve operations.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":8,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:58:02.237409","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"BigBasket Grows Bigger with 400,000 Daily Orders on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"AWS service","startOffset":52,"endOffset":55}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:09:44.249202","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.305036","human-annotated":"yes","entities":[]}}
{"source":"Traffic Spikes Sixfold during Lockdown","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.799664","human-annotated":"yes","entities":[]}}
{"source":"The online grocery market in India is competitive and value-driven, with some 20 companies vying for shoppers in a market that’s expected to hit $10.5 billion by 2023. The central government’s development of smart cities includes infrastructure to support the growth of ecommerce, and many large companies are making plays to get in on the action.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:50:20.090363","human-annotated":"yes","entities":[]}}
{"source":"BigBasket, India’s largest online grocery, has been in business since 2011. Customer retention is at the heart of its strategy, as well as a hyper-local approach to inventory. BigBasket is available in 21 cities and runs its infrastructure on the Amazon Web Services (AWS) Cloud. The business had been growing 20–30 percent each year, but when COVID-19 struck and India went into lockdown, BigBasket faced unprecedented demand. Daily traffic was suddenly six times higher than pre–COVID-19 peaks.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":176,"endOffset":185},{"label":"AWS service","startOffset":247,"endOffset":278}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.785848","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Big Basket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":10}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417064","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332699","human-annotated":"yes","entities":[]}}
{"source":"With AWS, we have all the pieces of the puzzle to smoothly run a large ecommerce architecture.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713782","human-annotated":"yes","entities":[]}}
{"source":"Rakshit Daga","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":12}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559800","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Chief Technology Officer, BigBasket","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":24},{"label":"Company","startOffset":26,"endOffset":35}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.823761","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":" ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306580","human-annotated":"yes","entities":[]}}
{"source":"Microservices and Containers Boost Efficiency","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780106","human-annotated":"yes","entities":[]}}
{"source":"BigBasket subscribes to AWS Enterprise Support and immediately consulted with the AWS team for advice on scaling its architecture efficiently. “AWS Enterprise Support has been our go-to destination for all queries when we’re building something new or maintaining and enhancing existing functions,” says Rakshit Daga, chief technology officer at BigBasket. “Given the breadth of AWS solutions we use, we have questions on all kinds of topics, and Enterprise Support connects us to the right person quickly.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9},{"label":"Company","startOffset":345,"endOffset":354},{"label":"AWS service","startOffset":24,"endOffset":46},{"label":"Person name","startOffset":303,"endOffset":315},{"label":"Job title","startOffset":317,"endOffset":341}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:00:19.768432","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The company had already begun shifting to asynchronous work queues in 2018, isolating workloads into containers and breaking up its monolithic architecture. However, the onset of the 2020 lockdown shifted this process into high gear. By mid-2020, the company was fully containerized with 60 microservices running on Kubernetes.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896096","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat Boosts Efficiency and Productivity by 40% on Amazon Lightsail","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":54,"endOffset":70},{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:57:10.280786","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093274","human-annotated":"yes","entities":[]}}
{"source":"Gourmeat, a meat boutique founded in Uruguay and with US operations in Miami, Florida, was using Microsoft Excel spreadsheets to manage isolated inventories manually, but this time-consuming process was hampering its growth. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":9}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560132","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Looking to modernize its data solution, Gourmeat turned to Amazon Web Services (AWS) and AWS Select Consulting Partner Nub8. Within weeks, the company had a new inventory management system hosted on Amazon Lightsail, a simple-to-use virtual private server that offers everything needed to build a web application. Gourmeat’s integrated cloud-based inventory application reduces time spent on inventory management, maintains reliable and secure data, and enables key decision makers in the company to have simultaneous data access.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":48},{"label":"Company","startOffset":119,"endOffset":124},{"label":"Company","startOffset":314,"endOffset":323},{"label":"AWS service","startOffset":59,"endOffset":84},{"label":"AWS service","startOffset":199,"endOffset":216}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:58:09.512598","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Gourmeat storefront","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":8}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.895399","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.416358","human-annotated":"yes","entities":[]}}
{"source":"Once we started using the solution built on Amazon Lightsail, inventory management and report creation went from approximately 4 hours a week to less than 20 minutes.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":44,"endOffset":61}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605738","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Lucia Albanell","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":14}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.784897","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"CEO and cofounder, Gourmeat","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":18},{"label":"Company","startOffset":19,"endOffset":27}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605341","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Moving to Integrated Inventory Management","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:56:45.306526","human-annotated":"yes","entities":[]}}
{"source":"Founded in 2013, Gourmeat sells hormone- and antibiotic-free meat online and in stores in Uruguay and Miami. Before turning to AWS and Nub8, Gourmeat managed inventory through manual reports from its vendors. “The old system used isolated applications, and it didn’t enable simultaneous access for decision makers across the company,” says Lucia Albanell, CEO and cofounder of Gourmeat. “This resulted in inefficiencies and low confidence in data quality.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":135,"endOffset":139},{"label":"Company","startOffset":141,"endOffset":149},{"label":"Company","startOffset":377,"endOffset":385},{"label":"Person name","startOffset":340,"endOffset":354},{"label":"Job title","startOffset":356,"endOffset":359},{"label":"Job title","startOffset":364,"endOffset":373}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.091265","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Pearson Boosts Security and Productivity Using Amazon Elasticsearch Service","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":7},{"label":"AWS service","startOffset":47,"endOffset":75}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332629","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:59:11.605408","human-annotated":"yes","entities":[]}}
{"source":"Global educational media company Pearson needed a more efficient way to analyze and gain insights from its log data. With a number of teams in various locations using Elasticsearch—the popular open-source tool for search and log analytics—Pearson found that keeping track of log data and managing updates led to high operating costs. Faced with this, as well as increasingly complex security log management and analysis, the company found a solution on Amazon Web Services (AWS). Pearson quickly saw improvements by migrating from its self-managed open-source Elasticsearch architecture to Amazon Elasticsearch Service, a fully managed service that makes it easy to deploy, secure, and run Elasticsearch cost effectively at scale. Rather than spending considerable time and resources on managing the Elasticsearch clusters on its own, Pearson used the managed Amazon Elasticsearch Service as part of its initiative to modernize its products. ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":33,"endOffset":40},{"label":"Company","startOffset":239,"endOffset":246},{"label":"Company","startOffset":480,"endOffset":487},{"label":"Company","startOffset":835,"endOffset":842},{"label":"AWS service","startOffset":167,"endOffset":180},{"label":"AWS service","startOffset":453,"endOffset":479},{"label":"AWS service","startOffset":590,"endOffset":610},{"label":"AWS service","startOffset":860,"endOffset":888}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:47:21.422411","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Shot of two young women using a laptop together in a college library","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":53,"endOffset":68}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.779644","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.850307","human-annotated":"yes","entities":[]}}
{"source":"As we migrate to Amazon Elasticsearch Service, we can start to focus on what’s necessary from a security perspective. We can bring in different skill sets and focus on what’s more important to the company rather than just maintaining standard hardware or infrastructure.” ","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":17,"endOffset":45}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.559063","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Muthu Meyyappan","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048123","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"VP of Security Engineering and Product Security Officer, Pearson","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Job title","startOffset":0,"endOffset":26},{"label":"Job title","startOffset":31,"endOffset":56},{"label":"Company","startOffset":57,"endOffset":64}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:22:09.454285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Meeting the Needs of the Modern World","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489354","human-annotated":"yes","entities":[]}}
{"source":"As one of the largest and oldest educational companies in the world, Pearson operates in 70 different countries. The company provides a wide variety of educational content and assessments and other services, which are often specialized for different target audiences. As the company moved toward digitization in the cloud, it began to use AWS services. At first, Pearson used Amazon Elastic Compute Cloud (Amazon EC2)—a web service that provides secure, resizable compute capacity in the cloud—to power its self-managed open-source Elasticsearch. But the company found that a self-managed approach posed several challenges. “One of the major issues we had was with the security portion of the fine-grained access control—we weren’t able to work through that,” says Muthu Meyyappan, vice president of security engineering and product security officer for Pearson. “Another challenge was maintaining the upgrades and the usual service management below the line, which consumed the effort of a full-time engineer to maintain the platform.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":765,"endOffset":780},{"label":"Person name","startOffset":782,"endOffset":796},{"label":"Company","startOffset":854,"endOffset":861},{"label":"Company","startOffset":363,"endOffset":370},{"label":"Job title","startOffset":825,"endOffset":849},{"label":"AWS service","startOffset":376,"endOffset":417}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:52:03.093195","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"In order to iron out its access control to log data and reduce the amount of time spent on updates, Pearson turned to Amazon Elasticsearch Service. “When we were updating the open-source Elasticsearch, it took time to make sure we didn’t miss any data,” says Meyyappan. “We were looking to have someone else take that accountability. If there is data lost, for example, Amazon Elasticsearch Service enables us to go back 14 days and get the index back. Features like that encouraged us to migrate to the managed service.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":100,"endOffset":107},{"label":"AWS service","startOffset":118,"endOffset":147},{"label":"AWS service","startOffset":370,"endOffset":398},{"label":"Person name","startOffset":259,"endOffset":268}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.824989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"TestWe Turns to AWS to Drive Global Expansion","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":6},{"label":"AWS service","startOffset":16,"endOffset":19}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489989","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T12:58:33.617652","human-annotated":"yes","entities":[]}}
{"source":"In 2014, colleagues Clément Régnier and Charles Zhu came across a study that indicated 95 percent of European students owned laptops. However, educational institutions continued to rely on paper-based exams. That’s when Régnier and Zhu decided to launch TestWe, a platform for administering in-class and remote computer-based assessments.  “Students were using their devices for taking notes, research, and sending emails,” says Régnier. “It only made sense for them to use their laptops to take exams as well.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":20,"endOffset":35},{"label":"Person name","startOffset":40,"endOffset":51},{"label":"Person name","startOffset":429,"endOffset":436},{"label":"Person name","startOffset":232,"endOffset":235},{"label":"Person name","startOffset":220,"endOffset":227},{"label":"Company","startOffset":254,"endOffset":260}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:08:09.852322","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"The TestWe solution gives students the ability to take exams securely, in the classroom or at home. Educational institutions can administer digital exams while eliminating the possibility of students getting help from online resources or other people since the tests are taken offline and recorded by a camera. The TestWe exam process runs in the cloud and can be fully integrated into a school’s learning management system. Additionally, the tests can run directly on any type of student devices.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":4,"endOffset":10},{"label":"Company","startOffset":315,"endOffset":321}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858864","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Today, TestWe is available in seven different languages and used in countries throughout Western Europe as well as in North and South America. Every year, TestWe helps teachers create millions of test questions.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":7,"endOffset":13},{"label":"Company","startOffset":155,"endOffset":161}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:49:36.713699","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"Student studies outside","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:56:45.207974","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822867","human-annotated":"yes","entities":[]}}
{"source":"Using AWS services enhances our credibility. Partners and customers know our tests will run reliably and scale easily.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":6,"endOffset":18}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:23:22.786257","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Clément Régnier","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":15}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:17:34.800211","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Cofounder and Chief Commercial Officer, TestWe","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":40,"endOffset":46},{"label":"Job title","startOffset":0,"endOffset":9},{"label":"Job title","startOffset":14,"endOffset":38}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.857285","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Global Expansion Requires Greater Firepower in the Cloud","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:53:10.822938","human-annotated":"yes","entities":[]}}
{"source":"In the early years of the company, TestWe relied on a regional cloud-platform provider to host its applications. The company then began to expand to markets throughout Western Europe and into Canada and South America. Régnier and Zhu soon realized they needed to migrate their testing applications to a provider with global capabilities—one that could deliver applications from local regional data centers.  “We wanted to ensure students, teachers, and administrators continued to experience fast performance when interacting with the tests, no matter where they are located,” says Régnier. “And with a larger customer base, we needed to make sure our cloud infrastructure could handle spikes in activity.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":35,"endOffset":41},{"label":"Person name","startOffset":218,"endOffset":225},{"label":"Person name","startOffset":230,"endOffset":233}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.721947","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"University of Oxford Introduces a Sector-Leading Image Recognition ML Prototype to Augment Digitization in Numismatics","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":0,"endOffset":20}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:25:58.130779","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2021","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.331976","human-annotated":"yes","entities":[]}}
{"source":"The University of Oxford houses 21 million objects in the collections of its Gardens, Libraries \u0026 Museums (GLAM)—artifacts and specimens that are among the world’s most significant. One aspect of GLAM’s mission is to preserve these assets and make them accessible to the world for education and research. However, the organization has only enough space to display about 10 percent of its holdings at a time, and there’s an enormous backlog of artifacts still waiting to be cataloged. To tackle that obstacle, GLAM used Amazon Web Services (AWS) to build an enhanced image recognition system that would help accelerate the process of cataloging artifacts.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"School","startOffset":4,"endOffset":24},{"label":"AWS service","startOffset":519,"endOffset":544}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:01:36.896027","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0}]}}
{"source":"The Gardens and Museums IT team used Amazon SageMaker, a fully managed service that provides developers and data scientists with the ability to build, train, and deploy machine learning (ML) models quickly. Powered by Amazon Elastic Compute Cloud (Amazon EC2) instances, the models were trained and deployed at low cost to automatically catalog the extensive coin collection of the Ashmolean Museum—which is the United Kingdom’s first public museum and the world’s first university museum. On AWS, the image recognition system identifies and catalogs coins in a fraction of the time it would take human volunteers to complete the same task.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":37,"endOffset":53},{"label":"AWS service","startOffset":218,"endOffset":259},{"label":"Education","startOffset":382,"endOffset":398}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:16:24.858189","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"Exterior of the Ashmolean Museum.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:53:58.489296","human-annotated":"yes","entities":[]}}
{"source":"kr_quotemark","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.354552","human-annotated":"yes","entities":[]}}
{"source":"I thought this project would be complex and time consuming, but using AWS made it easy.”","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:24:40.048510","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Anjanesh Babu","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Person name","startOffset":0,"endOffset":13}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:55:15.417494","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"Systems Architect and Network Manager, Gardens and Museums IT, University of Oxford\u0027s Gardens, Libraries \u0026 Museums","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T13:27:53.332032","human-annotated":"yes","entities":[]}}
{"source":"Updating Infrastructure and Creating an ML-Based Cataloging System on AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"AWS service","startOffset":70,"endOffset":73}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T14:59:21.780039","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"GLAM comprises four museums—the Ashmolean Museum of Art and Archaeology, the Oxford University Museum of Natural History, the Pitt Rivers Museum, and the History of Science Museum—as well as the Bodleian Libraries and the Oxford Botanic Garden \u0026 Harcourt Arboretum. In 2019, GLAM saw 900,000 visitors to its digital collections. Its 21 million objects include live specimens and plants, historical artifacts, and even images of objects that were damaged, lost, or returned to collectors. “For many years, the museums were not overly active at investing in and managing the information technology infrastructure that underpins all our digital services,” says Anjanesh Babu, systems architect and network manager at Gardens and Museums IT. “After years of underinvestment in outdated infrastructure, the University of Oxford brought together a strategic focus on digital transformation through the GLAM Digital program.” As part of this program, the Digital Estate Improvement project was the foundational part to deliver root and branch improvements to the infrastructure to make it fit to meet the digital aspirations laid out in the objectives. In 2017, the project uploaded 60 TB of digital records to Amazon Simple Storage Service (Amazon S3), an object storage service that offers industry-leading scalability, data availability, security, and performance.","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Education","startOffset":32,"endOffset":48},{"label":"Education","startOffset":95,"endOffset":120},{"label":"Education","startOffset":126,"endOffset":144},{"label":"Education","startOffset":150,"endOffset":179},{"label":"Education","startOffset":195,"endOffset":213},{"label":"School","startOffset":77,"endOffset":94},{"label":"School","startOffset":802,"endOffset":822},{"label":"Person name","startOffset":658,"endOffset":671},{"label":"AWS service","startOffset":1204,"endOffset":1246}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:15:13.357366","human-annotated":"yes","entities":[{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0},{"confidence":0}]}}
{"source":"UFE Mongolia Goes Online in 10 Days with AWS","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[{"label":"Company","startOffset":0,"endOffset":3}]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T15:54:21.720377","human-annotated":"yes","entities":[{"confidence":0}]}}
{"source":"2020","lab-gt-entity":{"annotations":{"labels":[{"label":"School","shortDisplayName":"Sch"},{"label":"Education","shortDisplayName":"Edu"},{"label":"AWS service","shortDisplayName":"AWS"},{"label":"Company","shortDisplayName":"Com"},{"label":"Person name","shortDisplayName":"Per"},{"label":"Job title","shortDisplayName":"Job"}],"entities":[]}},"lab-gt-entity-metadata":{"job-name":"labeling-job/lab-gt-entity","type":"groundtruth/text-span","creation-date":"2021-06-11T16:00:18.560614","human-annotated":"yes","entities":[]}}