massOfai

Fairness

Ethics & Explainability

Ensuring models do not unfairly discriminate

What is Fairness?

Fairness definitions (equalized odds, demographic parity) and mitigation techniques aim to reduce biased outcomes.

Real-World Examples

  • Ensuring loan model equal error rates across groups