Migrating your Machine Learning code to Azure Machine Learning - Best Pratice

This tutorial will show an easy and proven way on how to get your existing

  • Machine Learning training code
  • Machine Learning prediction/inferencing code

running Azure Machine Learning. Furthermore, it shows how to automate it using ML pipelines and Azure DevOps (or other CI/CD platforms).

Guided Approach

You recommend you to follow the proven step-by-step guidelines, which will cover everything from setup, running at scale, and automation:

  1. Prerequisites - Setup of initial environemnt
  2. Moving training to Azure Machine Learning - Moving your training code to AML
  3. Moving inferencing to Azure Machine Learning - Moving your prediction code to AML
  4. Automating training and scoring using ML Pipelines - Running training and prediction code as a ML Pipeline
  5. Automating ML Pipeline deployment - Deploying and testing ML Pipelines automatically using CI/CD