Glossary
Updated
A catalog of interventions mapped to risk types: data-drift triggers → retraining pipelines; fairness violations → bias-mitigation algorithms; security threats → input-sanitization layers; performance degradation → architecture tuning. Governance entails selecting appropriate strategies, documenting implementation, and verifying their effectiveness through follow-up assessments and tests.
Example
After a bias audit finds that loan approvals favor one demographic, the team applies re-weighting of training samples and adds fairness constraints. They then conduct post-mitigation testing to confirm that approval rates now meet the bank’s equity thresholds.