build-release-ci-cd

This repo is backed by Build Pipeline:

Build status

This repo contains a set of procedures that helps you build the full CI/CD pipeline based on MLOps principles. You should follow the notebooks in this order:

  1. To become familiar with the ML Pipelines in Azure ML read this notebook: MLPipeline_MNIST.ipynb
  2. Then you need to integrate the ML Pipeline within your DevOps Build Pipeline. For that, check out this notebook: Service-Principle-Login.ipynb
  3. To find out the steps required in the Deployment time, check out this notebook: DeployModel.ipynb
  4. Then, it's time to work on your entire build and release Pipeline, for the instructions, read: Create_Release_Pipeline_Instructions.ipynb
  5. Now, have everything you needed. Check your release pipeline and enjoy it.