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MLOps Template for Azure ML SDK v2

Note: This is a repo that can be shared to our customers. This means it's NOT OK to include Microsoft confidential content. All discussions should be appropriate for a public audience.

About this repo

The idea of this template is to provide a minimum number of scripts to implement development environment to train new models using Azure ML SDK v2 With Azure DevOps or Github Actions.

The template contains the following folders/files:

  • .github: the folder contains Github Workflow related files(yaml files to define the Builds).
  • devops: the folder contains Azure DevOps related files (yaml files to define Builds).
  • docs: documentation.
  • src: source code that is not related to Azure ML directly. Usually, there is data science related code.
  • mlops: scripts that are related to Azure ML.
  • mlops/nyc-taxi: a fake pipeline with some basic code.
  • .amlignore: using this file we are removing all the folders and files that are not supposed to be in Azure ML compute.

The template contains the following documents:

  • docs/how_to_setup.md: explain how to configure the template.

How to use the repo

Information about how to setup the repo is in the following document.

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A template implementation for MLops using the Azure ML Python SDK version 2

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