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.