massOfai

Explainability

Ethics & Explainability

Understanding why a model made a decision

What is Explainability?

Techniques and tools (LIME, SHAP, attention visualization) help stakeholders interpret model decisions for trust and compliance.

Real-World Examples

  • SHAP values explaining feature contributions