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Understand models

H2O MLOps lets you register individual experiments and group them as versions of a registered model to organize a collection of experiments efficiently.

Before deploying an experiment, you must register it in H2O MLOps. You can either register it as a new model or add it as a new version under an existing model. Choosing the second option creates a new version of the existing model.

A registered model is a collection of individual model versions. Registered models group related model versions that solve a specific problem. You can register new experiments and iterations as updated versions of the model.

A model version has a one-to-one relationship with an experiment within a given Project. When you're ready to serve your best experiment, register it as a model version.

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When you register an experiment as a model, all data and metadata lineage are maintained.

To learn more about models in H2O MLOps, see:

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