hits
## ML Domains ### Responsible AI - [Video] [Build trustworthy ML detection and monitor bias in ML models](https://www.youtube.com/watch?v=6BZropfX6hA) ### ML Governance #### Model Management - [Blog] [Improve governance of your machine learning models with Amazon SageMaker - Model Cards & Dashboard](https://aws.amazon.com/blogs/machine-learning/improve-governance-of-your-machine-learning-models-with-amazon-sagemaker/) #### Security - [Docs] [Security in Amazon SageMaker](https://docs.aws.amazon.com/sagemaker/latest/dg/security.html) - [Docs] [Amazon SageMaker Role Manager - least-privilege access needs required for personas for ML personas](https://docs.aws.amazon.com/sagemaker/latest/dg/role-manager.html) #### Cost Tracking & Control - [Docs] [SageMaker Pricing](https://aws.amazon.com/sagemaker/pricing/) - [Blog] [Decrease Your Machine Learning Costs with Instance Price Reductions and Savings Plans for Amazon SageMaker](https://aws.amazon.com/blogs/aws/slash-your-machine-learning-costs-with-instance-price-reductions-and-savings-plans-for-amazon-sagemaker/) - [Docs] [Machine Learning Savings Plans](https://aws.amazon.com/savingsplans/ml-pricing/) - [Blog] [Automatically shutdown idle resources on SageMaker Studio](https://aws.amazon.com/blogs/machine-learning/save-costs-by-automatically-shutting-down-idle-resources-within-amazon-sagemaker-studio/) - [Blog] [Set up enterprise-level cost allocation for ML environments and workloads using resource tagging in Amazon SageMaker](https://aws.amazon.com/blogs/machine-learning/set-up-enterprise-level-cost-allocation-for-ml-environments-and-workloads-using-resource-tagging-in-amazon-sagemaker/) ### Computer Vision - [Blog] [Using the TensorFlow 2 Object Detection API with Amazon SageMaker](https://aws.amazon.com/blogs/machine-learning/training-and-deploying-models-using-tensorflow-2-with-the-object-detection-api-on-amazon-sagemaker/) - [Blog] [Object detection with Detectron2 on Amazon SageMaker](https://aws.amazon.com/blogs/machine-learning/object-detection-with-detectron2-on-amazon-sagemaker/) - [Blog] [External] [Semantic Segmantion with Hugging Face's Transformers & Amazon SageMaker](https://www.philschmid.de/image-segmentation-sagemaker) - [Blog] [Build a medical image analysis pipeline on Amazon SageMaker using the MONAI framework](https://aws.amazon.com/blogs/industries/build-a-medical-image-analysis-pipeline-on-amazon-sagemaker-using-the-monai-framework/) - [Blog] [Scalable Medical Computer Vision Model Training with Amazon SageMaker](https://aws.amazon.com/blogs/industries/scalable-medical-computer-vision-model-training-with-amazon-sagemaker-part-1/) ### Natural Language Processing - [Docs] [External] [Hugging Face on Amazon SageMaker](https://huggingface.co/docs/sagemaker/main) - [Blog] [External] [Unlock the Latest Transformer Models with Amazon SageMaker](https://towardsdatascience.com/unlock-the-latest-transformer-models-with-amazon-sagemaker-7fe65130d993) - [Video] [Hugging Face on Amazon SageMaker Tutorial - Part 1](https://www.youtube.com/watch?v=80ix-IyNnQI) - [Video] [Hugging Face on Amazon SageMaker Tutorial - Part 2](https://www.youtube.com/watch?v=BqQ14SZ5tos) - [Video] [Hugging Face on Amazon SageMaker Tutorial - Part 3](https://www.youtube.com/watch?v=oVIvXfeunv8) - [Code] [External] [Hugging Face Transformers Amazon SageMaker Examples](https://github.com/huggingface/notebooks/tree/main/sagemaker) ### Audio - [Blog] [External] [Automatic Speech Recogntion with HuggingFace's Transformers & Amazon SageMaker](https://www.philschmid.de/automatic-speech-recognition-sagemaker) ### R - [Blog] [RStudio on SageMaker](https://docs.aws.amazon.com/sagemaker/latest/dg/rstudio.html) - [Blog] [External] [Overview of possible ways of running R workloads on SageMaker](https://towardsdatascience.com/3-1-ways-of-running-r-on-amazon-sagemaker-13034a8f3686) - [Blog] [Create Amazon SageMaker model building pipelines and deploy R models using RStudio on Amazon SageMaker](https://aws.amazon.com/blogs/machine-learning/create-amazon-sagemaker-model-building-pipelines-and-deploy-r-models-using-rstudio-on-amazon-sagemaker/) - [Blog] [External] [Create reusable containers for R](https://towardsdatascience.com/how-to-create-reusable-r-containers-for-sagemaker-jobs-a3d481daf5cd)