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MLOps Basic Template for Azure ML CLI 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 CLI v2 and the CI CD pipeline tool of your choice: Azure Devops or Jenkins.

The template contains the following folders/files:

  • devops: the folder contains Azure DevOps related files (yaml files to define Builds).
  • jenkins: the folder contains Jenkins related files.
  • 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.
  • test: unit tests

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 for implementing MLOps using the Azure ML CLI v2

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