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Formal Definition and Fairness in Regulations

Explore formal definitions of AI fairness and the importance of regulatory guidelines such as the European GDPR and the US AI Bill of Rights. Understand how laws and principles guide the prevention of bias and discrimination in AI systems, highlighting the need for fair design, assessment, and ongoing monitoring to ensure equitable outcomes.

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Definition

Before proceeding with specific examples and techniques, we need to specify fairness more formally. We already know the intuitive definition; however, according to the Cambridge Dictionary, fairness is:

The quality of treating people equally or in a way that is right or reasonable

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