AI Ethics — Fairness

Why it matters

Fairness shapes ethical AI. Understanding shapes practice.

The architecture

Choose fairness definition per context.

Measure gap.

Mitigation techniques.

How it works end to end

Impossibility theorems: can't satisfy all.

Fairlearn + Aequitas + AIF360 tools.

Domain-specific choice.