⚖️ Responsible AI
Responsible AI Testing
Explainability & Interpretability
SHAP, LIME, attention maps & model cards for interpretable AI
Fairness Auditing
Demographic parity, equalized odds & bias mitigation strategies
Privacy & Data Governance
Differential privacy, PII detection, data minimization & GDPR
AI Transparency & Disclosure
Disclosure obligations, model cards, system cards & AI labels
Regulatory Compliance Testing
EU AI Act, NIST AI RMF, sector-specific AI regulations & audits
Human Oversight & Accountability
HITL design, override mechanisms, auditability & accountability