Jargonautica
Running It in Production

Model Registry

The catalogue of every model you have, which version is running where, and how each was produced. It sounds like paperwork until the day someone asks which model made a particular decision six months ago and nobody can answer.

Technical view

Stores model artefacts with immutable versions, lineage to the training dataset and code commit, evaluation results, approval status and deployment history. Supports promotion through environments with gating on evaluation thresholds, and rollback by pinning a previous version. For third-party models the equivalent is recording the exact provider model identifier and version used per request, since provider aliases move without notice.


Part of AI Terminology Index, section: Running It in Production.

How it connects

Model Registry links to 6 other terms. The faint lines are links between those terms. See it in the full graph.

Model DeprecationModel DeprecationMachine Learning OperationsMachine Learning Op…Model CardModel CardRollbackRollbackVersioningVersioningModelModelModel Registry