Experiment tracking
Model registry
Model serving
Model monitoring

ModelDB is an open-source system for machine learning model versioning, metadata, and experiment management.

Use it when

  • You want a lightweight library for tracking experiments and logging metrics, artifacts, and models.

Watch out

  • ModelDB does not provide automatic logging.

Example stacks

Airflow + MLflow stack