Bias & Fairness in AI Systems

Bias & Fairness in AI Systems

This course equips you with essential skills to identify, evaluate, and mitigate bias within AI models, ensuring ethical outcomes in the digital age. You will explore various types of AI bias, understanding their origins and societal impacts through practical case studies. The programme delves into critical UK legal frameworks, including the Equality Act 2010 and UK GDPR, highlighting their requirements for fair and responsible automated decisions. Learn practical strategies for bias detection, applying techniques like demographic parity, and implementing pre-processing, in-processing, and post-processing mitigation. Develop a comprehensive approach to governance, accountability, and continuous monitoring, incorporating the human-in-the-loop for truly fair digital solutions.