# SageMaker Feature Store Workshop

This workshop is aimed to help Feature Engineering and Machine Learning teams build Amazon SageMaker Feature Store capabilities for an enterprise scale solution. These notebook examples will get you started with using the SageMaker Feature Store. Here is a diagram overview of the tutorial/workshop and the learning outcome for each module.

<img width="709" alt="Screen Shot 2022-09-14 at 12 23 44 PM" src="https://user-images.githubusercontent.com/94488096/190244277-0c162139-2034-485e-8949-b9d9b5580069.png">

This workshop consists of following modules:
1. [Introduction to SageMaker Feature Store](https://github.com/aws-samples/amazon-sagemaker-feature-store-examples/blob/main/Sagemaker-FeatureStore/01_hello)
2. [Time Travel](https://github.com/aws-samples/amazon-sagemaker-feature-store-examples/tree/main/Sagemaker-FeatureStore/02_time_travel)
3. [Building Python PipeLine](https://github.com/aws-samples/amazon-sagemaker-feature-store-examples/tree/main/Sagemaker-FeatureStore/03_python_pipeline)
4. [Building Sql Pipeline](https://github.com/aws-samples/amazon-sagemaker-feature-store-examples/tree/main/Sagemaker-FeatureStore/04_sql_pipeline)
5. [Performance](https://github.com/aws-samples/amazon-sagemaker-feature-store-examples/tree/main/Sagemaker-FeatureStore/05_performance)
6. [Monitoring](https://github.com/aws-samples/amazon-sagemaker-feature-store-examples/tree/main/Sagemaker-FeatureStore/06_monitoring)
7. [Feature Set](https://github.com/aws-samples/amazon-sagemaker-feature-store-examples/tree/main/Sagemaker-FeatureStore/07_featureset)
8. [Lineage](https://github.com/aws-samples/amazon-sagemaker-feature-store-examples/tree/main/Sagemaker-FeatureStore/08_query_lineage)
9. [Helper Methods](https://github.com/aws-samples/amazon-sagemaker-feature-store-examples/tree/main/Sagemaker-FeatureStore/09_try_fs_helper)

## Getting Started
[Setting up the environment and loading the notebooks](https://github.com/aws-samples/amazon-sagemaker-feature-store-examples/blob/main/SETTING_UP.md)

## Security

See [CONTRIBUTING](CONTRIBUTING.md#security-issue-notifications) for more information.

## License

This library is licensed under the MIT-0 License. See the LICENSE file.