Vertex AI Model Registry

Central repository for managing ML model lifecycles on Google Cloud, supporting custom, AutoML, and BigQuery ML models. Differentiates with native BigQuery ML integration, model versioning with aliases, and direct endpoint deployment. Best for teams managing multiple ML models across training, evaluation, and production on GCP.