Unit 2: Data Governance, Fairness & Bias Handling
Fairness = ensuring AI doesn’t systematically disadvantage anyone.
Types of fairness:
Demographic Parity – Equal outcomes across groups
Equal Opportunity – Same chance to succeed
Individual Fairness – Similar people treated similarly
💬 Key question: Is this system fair to everyone — not just the majority?