Model Registry

advanced
ai & ml
Enhanced Content

Definition

Central repository for storing, versioning, and managing trained machine learning models with their metadata. Like a library catalog system that tracks all versions of AI models.

Real-World Example

A model registry stores each version of a recommendation model, tracking which version is in production, staging, or archived.

Cloud Provider Equivalencies

These services provide a centralized platform for managing machine learning models, including versioning, deployment, and metadata tracking, similar to a library system for AI models.

AWS
Amazon SageMaker Model Registry
AZ
Azure Machine Learning Model Registry
GCP
Vertex AI Model Registry
OCI
OCI Data Science Model Catalog

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