What are some examples of AI bias tools?
There are several tools designed to detect and mitigate AI bias, such as IBM's AI Fairness 360, Google's What-If Tool, and Microsoft's Fairlearn.
How do these tools work?
These tools typically analyze datasets and model outputs to identify biases, providing visualizations and metrics to help developers understand and address them.
Can you give me a specific example of how one of these tools was used?
Sure! IBM's AI Fairness 360 was used in a hiring algorithm to identify and reduce bias against certain demographic groups, improving fairness in candidate selection.
What are the limitations of these tools?
While they are helpful, these tools may not catch all biases and often require human oversight to interpret results and make ethical decisions.
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