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CML - CI/CD for Machine Learning

CML is an open-source library to help with machine learning projects using CI/CD with Github Actions, Gitlab CI, and Bitbucket pipelines It automatically generates human-readable reports with metrics and data viz in every pull/merge request and helps you use storage and GPU/CPU resources from cloud services. CML helps to organize MLOps infrastructure on top of the traditional software engineering stack.

MLOps Tutorial #1: Intro to Continuous Integration for ML

Learn how to use one of the most powerful ideas from the DevOps revolution, continuous integration, in your data science and machine learning projects. This hands-on tutorial shows you how to create an automatic model training & testing setup using GitHub Actions and Continuous Machine Learning (CML), two free and open-source tools in the Git ecosystem. Designed for total beginners!

Continuously Experiment