What are some tools to ensure AI fairness?

What are some tools to ensure AI fairness?

There are several tools designed to promote fairness in AI, such as Fairness Indicators, AI Fairness 360, and What-If Tool.

How do these tools work?

These tools analyze datasets and models to identify biases, provide visualizations, and suggest mitigation strategies.

Can you give me an example of how to use one of these tools?

Sure! For instance, with AI Fairness 360, you can evaluate your model's predictions against fairness metrics and visualize the results.

Are there any limitations to these tools?

Yes, while they are helpful, they may not cover all types of biases and require careful interpretation of results.