Blog Posts

Blog Posts that are relevant to using GitHub for data science and ML Ops.

Using GitHub Actions for MLOps & Data Science.

Jun 17, 2020, Hamel Husain. The GitHub Engineering Blog.

Data Science Meets Devops: MLOps with Jupyter, Git, & Kubernetes.

Aug 4, 2020, Jeremy Lewi & Hamel Husain. A tutorial of how to enable Jupyter based ML workflows in production with GitOps.

An Intro to continuous integration for ML

Jul 24, 2020, Dr. Elle O'Brien. A video tutorial of CML, DVC and GitHub Actions for ML workflows.

Providing Data Scientists With New Superpowers

Mar 6, 2020, Hamel Husain & Jeremy Howard. An introduction to GitHub Actions For Data Scientists.

Using GitHub Actions & Azure Machine Learning for MLOps

May 26, 2020, David Aronchick. An overview of GitHub Actions that integrate with Azure Machine Learning.