Explainability

Explainability: The ability to provide understandable explanations of factors and processes associated with a model result. Explanations can be global or local and must suit the audience. A plausible narrative does not guarantee fidelity to actual computation and must be evaluated separately.

In italiano: ExplainabilityLegge V · Overfitting, bias e collasso dei modelli

Explanations can be global or local and must suit the audience. A plausible narrative does not guarantee fidelity to actual computation and must be evaluated separately.

Examples

  • Explaining a rejection
  • Most influential features
  • Report for an auditor