MLOps

Tools

• CML - Continuous Machine Learning (CML) is CI/CD for Machine Learning Projects.
• Evidently - Interactive reports to analyze machine learning models during validation or production monitoring.
• MLflow - Open source platform for the machine learning lifecycle.

Resources

• The Big Dictionary of MLOps
• ML Ops: Machine Learning Operations
• Production Data Science

Governance

• The Data Cards Playbook - Structured summaries of essential facts about various aspects of ML datasets needed by stakeholders across a project's lifecycle for responsible AI development.
• Model Card Toolkit - Streamlines and automates generation of Model Cards, machine learning documents that provide context and transparency into a model's development and performance.

Tools

• The LF AI & Data Foundation
• MLOps Toys