What are fairness algorithms in AI?

Can you explain what fairness algorithms in AI are?

Fairness algorithms are techniques used to ensure that AI systems make decisions without bias, promoting equity.

Why are fairness algorithms important in AI?

They help prevent discrimination and ensure that AI systems treat all individuals fairly, which is crucial for ethical AI.

Can you give an example of a fairness algorithm?

One example is the 'Equalized Odds' algorithm, which aims to ensure that the true positive rates are equal across different groups.

How do we measure fairness in AI?

Fairness can be measured using metrics like demographic parity, equal opportunity, and disparate impact, depending on the context.