What is explainable AI (XAI) in production ML systems?

XAI provides interpretability into model predictions and decision-making processes.

Explainability techniques such as SHAP, LIME, and feature importance help interpret black-box models. In production, XAI is used for debugging, compliance, and user trust. It is especially important in regulated domains.