https://github.com/aws-samples/automl-pipeline-with-autogluon-sagemaker-lambda

A code-free AutoML pipeline with AutoGluon, Amazon SageMaker, and AWS Lambda.
https://github.com/aws-samples/automl-pipeline-with-autogluon-sagemaker-lambda

autogluon automl lambda python sagemaker

Last synced: 6 days ago
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A code-free AutoML pipeline with AutoGluon, Amazon SageMaker, and AWS Lambda.

• Host: GitHub
• URL: https://github.com/aws-samples/automl-pipeline-with-autogluon-sagemaker-lambda
• Owner: aws-samples
• License: apache-2.0
• Created: 2020-07-30T23:24:39.000Z (over 4 years ago)
• Default Branch: master
• Last Pushed: 2021-08-05T01:20:38.000Z (over 3 years ago)
• Last Synced: 2024-08-02T07:02:14.213Z (4 months ago)
• Topics: autogluon, automl, lambda, python, sagemaker
• Language: Python
• Homepage:
• Size: 20.5 KB
• Stars: 12
• Watchers: 12
• Forks: 12
• Open Issues: 2
• Metadata Files:
  • Readme: README.md
  • Contributing: CONTRIBUTING.md
  • License: LICENSE
  • Code of conduct: CODE_OF_CONDUCT.md

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README

        
## AutoML with AutoGluon, Amazon SageMaker, and AWS Lambda

This repository contains the CloudFormation template and prewritten source code powering the code-free AutoML pipeline detailed in [this AWS Machine Learning blog post](https://aws.amazon.com/blogs/machine-learning/code-free-machine-learning-automl-with-autogluon-amazon-sagemaker-and-aws-lambda/). Feel free to customize it to fit your use case and share with us what you build!

* `autogluon-tab-with-test.py` is the script run by the SageMaker training job the Lambda function automatically kicks off when you upload your training data to S3. It's pre-packaged in `sourcedir.tar.gz` for the use of the pipeline. You can modify this script to reuse the pipeline with your own model training code.

* `CodeFreeAutoML.yaml` is the CloudFormation template you use to deploy the pipeline in your account.

* `lambda_function.py` is the source code for the Lambda function that kicks off the SageMaker training job when you upload your data to S3.

* `sourcedir.tar.gz` is the `autogluon-tab-with-test.py` file pre-packaged for your convenience; the pipeline requires it to be gzipped.

## Security

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

## License

This project is licensed under the Apache-2.0 License.