Explainable AI with Python by Leonida Gianfagna & Antonio Di Cecco
Author:Leonida Gianfagna & Antonio Di Cecco
Language: eng
Format: epub
ISBN: 9783030686406
Publisher: Springer International Publishing
Property
Assessment
Completeness
We are focusing on explaining individual predictions; we donât have insight into the ML model machinery
Expressive power
Strong expressive power for the single predictions, that is, what is asked usually to XAI
Translucency
Low, we donât have insight into model internals
Portability
High, the method doesnât rely on the ML model specs to explain the predictions
Algorithmic complexity
Medium, SHAP is easy to implement, but it is not so easy to get a full understanding of the underlying concepts
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