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
- ML Ops: Machine Learning Operations
- Open Platform for Enterprise AI
- Production Data Science
- The Big Dictionary of MLOps
- The State of Open Source AI
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.