abacusai.feature_importance
Module Contents
Classes
Feature importance for a specified model monitor |
- class abacusai.feature_importance.FeatureImportance(client, shapFeatureImportance=None, permutationFeatureImportance=None, nullFeatureImportance=None, lofoFeatureImportance=None)
Bases:
abacusai.return_class.AbstractApiClass
Feature importance for a specified model monitor
- Parameters:
client (ApiClient) – An authenticated API Client instance
shapFeatureImportance (dict) – A feature name, feature importance map for importance determined by shap values on a sample dataset
permutationFeatureImportance (dict) – A feature name, feature importance map for importance determined by permutation importance
nullFeatureImportance (dict) – A feature name, feature importance map for importance determined by null feature importance
lofoFeatureImportance (dict) – A feature name, feature importance map for importance determined by Leave One Feature Out method
- __repr__()
Return repr(self).