XAI

What XAI is

It covers attribution methods, counterfactual explanations and the use of inherently interpretable models.

How it works

Techniques such as SHAP and LIME attribute a prediction to input features; counterfactuals show what would change the outcome.

Why it matters

Regulation in credit, employment and healthcare increasingly requires meaningful explanation.

Common uses

• →Credit decision reasons
• →Clinical decision support