Protected Attributes

Explore the definition and importance of protected attributes in AI fairness. Learn to identify sensitive features and proxy attributes that may cause bias. Understand key legal concepts such as disparate treatment and disparate impact, and how they affect fairness measurement. This lesson equips you to recognize potential bias sources and evaluate their impact on AI decision-making in different contexts.