What are some effective tools for AI auditing?

What are some effective tools for AI auditing?

There are several tools available for AI auditing, including Model Cards, Fairness Indicators, and LIME. Would you like to know more about any specific tool?

Can you explain how LIME works?

LIME, or Local Interpretable Model-agnostic Explanations, helps explain the predictions of any classifier by approximating it locally with an interpretable model. It generates explanations by perturbing the input data and observing the changes in predictions.

What about Model Cards?

Model Cards are documentation that provide information about machine learning models, including their intended use, performance metrics, and ethical considerations. They help stakeholders understand the model's capabilities and limitations.

Are there any tools for checking bias in AI models?

Yes, tools like AI Fairness 360 and What-If Tool can help assess and mitigate bias in AI models. They provide various metrics and visualizations to analyze fairness.