AI Ethics, Fairness & Responsible AI Systems

As AI systems increasingly influence critical decisions in healthcare, justice, and finance, the ethical design and deployment of these systems becomes paramount. This program equips AI practitioners with the philosophical frameworks, technical tools, and regulatory knowledge to build responsible AI. Topics include algorithmic fairness, bias detection and mitigation, model interpretability, privacy-preserving ML, AI governance, and policy frameworks. Real case studies explore both successful and controversial AI deployments.