Fairness Monitoring in Production

Monitor fairness in production. Learn the fairness KPI set, drift detection per slice, automated alerts when a slice degrades, on-call response runbooks, the fairness-incident-to-PIR loop, the data-skew vs model-skew vs label-shift diagnostic, and the dashboards engineering and the board read.