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Merge pull request #9 from DoubleML/m-rename-master-main
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MalteKurz authored Nov 4, 2022
2 parents 120804d + e973cae commit 0642f37
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4 changes: 2 additions & 2 deletions .github/workflows/pytest.yml
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4 changes: 2 additions & 2 deletions README.md
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# DoubleML-Serverless - Distributed Double Machine Learning with a Serverless Architecture <a href="https://docs.doubleml.org"><img src="https://raw.githubusercontent.com/DoubleML/doubleml-for-py/master/doc/logo.png" align="right" width = "120" /></a>
# DoubleML-Serverless - Distributed Double Machine Learning with a Serverless Architecture <a href="https://docs.doubleml.org"><img src="https://raw.githubusercontent.com/DoubleML/doubleml-for-py/main/doc/logo.png" align="right" width = "120" /></a>

This repo contains a prototype implementation **DoubleML-Serverless** of distributed double machine learning with a serverless infrastructure
using [AWS Lambda](https://aws.amazon.com/lambda).
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To use AWS Lambda for estimating double machine learning models, a deployment in your AWS account is necessary.
The corresponding serverless application consists of the following components:

* A AWS Lambda function called `LambdaCVPredict` (the source code is taken from this repository [https://github.com/DoubleML/doubleml-serverless/blob/master/aws_lambda_app/lambda_functions/cv_predict.py](https://github.com/DoubleML/doubleml-serverless/blob/master/aws_lambda_app/lambda_functions/cv_predict.py)).
* A AWS Lambda function called `LambdaCVPredict` (the source code is taken from this repository [https://github.com/DoubleML/doubleml-serverless/blob/main/aws_lambda_app/lambda_functions/cv_predict.py](https://github.com/DoubleML/doubleml-serverless/blob/main/aws_lambda_app/lambda_functions/cv_predict.py)).
* A layer providing the Python libraries `scikit-learn`, `pandas` and `numpy` together with their dependencies.
* An S3 bucket for the data transfer (can be optionally generated, or an existing bucket is used).
* A role for the execution of the lambda function `LambdaCVPredict` which consists of the AWS-managed `AWSLambdaBasicExecutionRole` policy plus read access to the S3 bucket for data transfer.
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