Knowledge Graph — Coursera Notes › Academic disciplines › Computer Science / Information Technology › Artificial Intelligence › Machine Learning & Data

Model Management

concept · part of Machine Learning & Data

Model Management encompasses the processes and tools for versioning, monitoring, and maintaining machine learning models throughout their lifecycle.

Inside Model Management (2)

• Model monitoring — Tracking accuracy, latency, and resource usage, with alerts on threshold breaches to trigger corrective actions.
• Model versioning — Versioning each model iteration to enable redeployment of a specific version.

Connections

• Uses Model versioning
• Uses Model monitoring
• Related to Model versioning
• Related to Model monitoring

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