How can I audit AI systems for bias?

How can I audit AI systems for bias?

To audit AI systems for bias, start by defining what bias means in your context and identify the data sources used.

What specific metrics should I look for during the audit?

You should look for metrics like demographic parity, equal opportunity, and predictive parity to assess bias.

How can I mitigate any bias I find?

Mitigation strategies include re-sampling data, adjusting algorithms, and implementing fairness constraints.

Are there any tools available for auditing AI systems?

Yes, tools like Fairness Indicators, AI Fairness 360, and What-If Tool can help you audit and analyze bias.