Fairness, Non-Discrimination & Algorithmic Equity

Master foundational and advanced concepts in algorithmic fairness, non-discrimination metrics, and equity governance for the IAPP AIGP credential. Covers demographic parity, equalized odds, predictive parity, the mathematical impossibility theorems of algorithmic fairness (Chouldechova, Kleinberg), disparate impact analysis, bias origin taxonomies, and compliance strategies under EU AI Act Article 10, GDPR Article 9, and EEOC Uniform Guidelines.