MLOps Challenges

This repository contains hands-on challenges for end-to-end machine learning operations (MLOps) with Azure Machine Learning.

To complete these exercises, you’ll need a Microsoft Azure subscription. If your instructor has not provided you with one, you can sign up for a free trial at https://azure.microsoft.com.

Challenges

Module Challenge
Convert a notebook to production code 0: Convert a notebook to production code
Use an Azure Machine Learning job for automation 1: Create an Azure Machine Learning job
Trigger Azure Machine Learning jobs with GitHub Actions 2: Trigger the Azure Machine Learning job with GitHub Actions
Trigger GitHub Actions with feature-based development 3: Trigger GitHub Actions with feature-based development
Work with linting and unit testing in GitHub Actions 4: Work with linting and unit testing
Work with environments in GitHub Actions 5: Work with environments
Deploy a model with GitHub Actions 6: Deploy and test the model