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Model Registry & Monitoring

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Governance and Drift

Once a model is trained, it is stored in the Vertex AI Model Registry. This acts as a central repository to version, evaluate, and deploy your models.

After deployment, Vertex AI Model Monitoring tracks the model's predictions over time. If the distribution of incoming data changes significantly from the training data (a phenomenon known as Data Drift), the system triggers an alert so you can retrain the model.

SYNAPSE VERIFICATION
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What phenomenon does Vertex AI Model Monitoring attempt to detect?
Data Drift (when live data diverges from training data)
Cybersecurity breaches
Website downtime
Hardware failures
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