abacusai.feature_importance
Classes
Feature importance for a specified model monitor |
Module Contents
- class abacusai.feature_importance.FeatureImportance(client, shapFeatureImportance=None, limeFeatureImportance=None, permutationFeatureImportance=None, nullFeatureImportance=None, lofoFeatureImportance=None, ebmFeatureImportance=None)
Bases:
abacusai.return_class.AbstractApiClassFeature importance for a specified model monitor
- Parameters:
client (ApiClient) – An authenticated API Client instance
shapFeatureImportance (dict) – A map of feature name to feature importance, determined by Shap values on a sample dataset.
limeFeatureImportance (dict) – A map of feature name to feature importance, determined by Lime contribution values on a sample dataset.
permutationFeatureImportance (dict) – A map of feature name to feature importance, determined by permutation importance.
nullFeatureImportance (dict) – A map of feature name to feature importance, determined by null feature importance.
lofoFeatureImportance (dict) – A map of feature name to feature importance, determined by the Leave One Feature Out method.
ebmFeatureImportance (dict) – A map of feature name to feature importance, determined by an Explainable Boosting Machine.
- shap_feature_importance
- lime_feature_importance
- permutation_feature_importance
- null_feature_importance
- lofo_feature_importance
- ebm_feature_importance
- deprecated_keys
- __repr__()