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AI & Machine Learning · Foundational

Fairness

The principle that AI systems should not produce unjustly different outcomes for individuals or groups.

Definition

Fairness is assessed with metrics such as demographic parity, equal opportunity and equalized odds across protected groups. Different fairness definitions can conflict, so the choice must fit the context and law.

Exam tip

Fairness metrics can conflict; the right one depends on context, stakeholders and law.

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