Models in Neptune

With Neptune runs, you can log, store, and organize your model metadata.

For a practical example, see Tutorial: Tracking models end-to-end.

Log model metadata

To log the model metadata, use the run object. Depending on your setup, you can separate the model and training metadata by creating multiple runs or log everything together.

For an example, see Log model metadata.

Organize and compare model metadata

Runs come with rich comparison and visualization support. Use the Neptune app to:

• Organize your metadata with tags and grouping.
• View and compare your metadata with custom views, dashboards, and reports.

Migrate from deprecated model registry

Model registry is deprecated

The model registry feature is deprecated. This includes:

• The Models section in the web app.
• The Model and ModelVersion objects of the API.

The feature will be deactivated on 2025-04-01.

For examples of model lifecycle management using experiments, see:

• How-to: Log model metadata
• Tutorial: Tracking models end-to-end

For how to migrate your models, see Migrate from model registry to experiments.