interpret_community.mimic.models.explainable_model module¶
Defines the base API for explainable models.
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class
interpret_community.mimic.models.explainable_model.BaseExplainableModel(**kwargs)¶ Bases:
abc.ABC,interpret_community.common.chained_identity.ChainedIdentityThe base class for models that can be explained.
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expected_values¶ Abstract property to get the expected values.
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explain_global(**kwargs)¶ Abstract method to get the global feature importances from the trained explainable model.
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explain_local(evaluation_examples, **kwargs)¶ Abstract method to get the local feature importances from the trained explainable model.
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static
explainable_model_type()¶ Retrieve the model type.
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fit(**kwargs)¶ Abstract method to fit the explainable model.
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model¶ Abstract property to get the underlying model.
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predict(dataset, **kwargs)¶ Abstract method to predict labels using the explainable model.
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predict_proba(dataset, **kwargs)¶ Abstract method to predict probabilities using the explainable model.
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