word
Model Explainability
MOD-ul eks-playn-ah-BIL-ih-tee
/ˈmɒdəl ɛksˌpleɪnəˈbɪlɪtiː/Listen
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Syllable breakdown
modelexplainability
Dictionary meaning
The degree to which the internal mechanics or predictions of a machine learning model can be understood and interpreted by humans
History and origin
Also called interpretability; central to AI ethics and regulatory compliance
Examples
- SHAP values are widely used to achieve model explainability in tree-based models.
- Regulators increasingly require model explainability for credit scoring and hiring algorithms.
Synonyms: model interpretability, XAI
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