Chapter 8: Managing Models at Scale Using a Model Registry
As you begin to deploy multiple models and manage multiple model versions, ensuring core architectural practices such as governance, traceability, and recoverability are followed is challenging without using a model registry. A model registry is a central store containing metadata specific to a model version. It includes information on how the model was built, the performance of that model, as well as where and how the model is deployed. Model registry services or solutions often include additional capabilities, such as approval workflows and notifications.
In this chapter, we'll cover the concept of a model registry and why a model registry is important for managing multiple models at scale. We'll also outline considerations you need to make when choosing a model registry implementation, in order to best meet the needs of your environment and operational requirements. For this, we'll examine two example...
