Safety and MLOps

Model registry

A model registry records versioned model artifacts and their lifecycle metadata.

MetricStagev30.81archivedv40.84productionv50.86stagingEvery version is tracked with its results and stage.
A model registry records versioned model artifacts and their lifecycle metadata. Values shown in the worked visual are illustrative unless the labels state otherwise.

How it works

It connects a deployable artifact to training data, code, metrics, approvals, and status. This makes rollback and audit possible.

A concrete example

Illustrative: version 17 links one artifact hash, 6 metrics, and 2 approval records.

Do not confuse it with Artifact store

an artifact store holds files; a registry adds identity, metadata, stages, and lineage.

Study the full lesson