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
• Machine Learning Systems
• Open Platform for Enterprise AI
• The Big Dictionary of MLOps

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.

Edge Inference

• LiteRT LM - Github repo
• LiteRT models
• LiteRT overview
• MediaPipe Solutions guide

References

• The LF AI & Data Foundation