ModelDB

[wtm_mlop_cats]

ModelDB: An open-source system for Machine Learning model versioning, metadata, and experiment management.

Features

Works on Docker, Kubernetes
Clients in Python and Scala
Beautiful dashboards for model performance and reporting
Git-like operations on any model
Flexible metadata logging including metrics, artifacts, tags and user information
Pluggable storage systems
Integration into state-of-the-art frameworks like Tensorflow and PyTorch
Battle-tested in production environments

Official website

Tutorial and documentation

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