Group Fairness Metrics

Compute group-fairness metrics correctly. Learn demographic parity (statistical parity), equal opportunity (TPR parity), equalised odds (TPR + FPR parity), predictive parity (PPV parity), the disparate-impact ratio and 4/5ths rule, the assumptions each metric relies on, and the failure modes when the assumption breaks.