Explainability Feature Selection Assessment

From The Foundation for Best Practices in Machine Learning
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Explainability Feature Selection Assessment

Control

Conduct a Feature analysis of the Explainability Feature Selection in order to remove correlated and dependent Features.


Aim

To (a) interrogate the assumption of zero Feature dependency in explainability modeling; (b) prevent misleading Model explainability and transparency; and (c) highlight associated risks that might occur in the Product Lifecycle.


Additional Information