Model Cards and Documentation
How to write, automate, and maintain model cards that document model capabilities, limitations, training data, fairness evaluations, and regulatory compliance.
How to write, automate, and maintain model cards that document model capabilities, limitations, training data, fairness evaluations, and regulatory compliance.
Designing fast, reliable model rollback procedures for when production models degrade - covering registry-based rollback, infrastructure rollback, and automated rollback controllers.
How to safely gate model promotion through staging, production, and archiving with automated checks and human approval workflows.