SHAP — SHapley Additive exPlanations

Fact

A method that shows how each feature pushes an AI prediction up or down.

In Plain Words

SHAP is like a pizza receipt after a group order. Pepperoni pushed the price up. A coupon pulled it down.

It explains risk and medical models. It shows which details raised or lowered the prediction.

Related Concepts

• Explainable AI
• Feature Engineering
• Extreme Gradient Boosting

XAI
SHAP is a common XAI method for showing feature effects.

Feature-engineering
SHAP shows how each feature pushes a prediction up or down.

XGBoost
Tree SHAP often explains XGBoost and other tree models.