What are some examples of AI fairness tools?
There are several AI fairness tools, such as Fairness Indicators, AI Fairness 360, and What-If Tool. Would you like to know more about any specific one?
Can you explain how AI Fairness 360 works?
AI Fairness 360 is an open-source toolkit that helps detect and mitigate bias in machine learning models. It provides metrics to check for fairness and algorithms to reduce bias.
What types of bias can it help with?
It can help with various types of bias, including demographic parity, equal opportunity, and disparate impact, among others.
Are there any case studies that show its effectiveness?
Yes, there are several case studies demonstrating its effectiveness in real-world applications, particularly in hiring and lending practices.
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