Fairness in AI

Principle that models should not discriminate against groups.

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Fairness aims to minimize unjustified differences in model predictions or decisions.

• Perspectives: Individual vs. group fairness.
• Metrics: Demographic parity, equalized odds, predictive parity.
• Practice: Make trade-offs transparent, include affected stakeholders, monitor continuously.