Introduction to machine learning operations (MLOps)

Data Scientist
Azure DevOps
Azure Machine Learning

Machine learning operations (MLOps) applies DevOps principles to machine learning projects. Learn about which DevOps principles help in scaling a machine learning project from experimentation to production.


Some familiarity with machine learning and Azure Machine Learning.

Modules in this learning path

Get familiar with DevOps principles and tools relevant for MLOps workloads.

Learn how to work with source control for your machine learning projects. Source control is an essential part of machine learning operations (MLOps).

Automate machine learning workflows with Azure Machine Learning pipelines, Azure Pipelines, and GitHub Actions.

Learn how to work with environments for continuous deployment of machine learning models.