simpleml.models.classifiers.sklearn.tree module¶
Wrapper module around sklearn.tree
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class
simpleml.models.classifiers.sklearn.tree.
SklearnDecisionTreeClassifier
(has_external_files=True, external_model_kwargs={}, params={}, **kwargs)[source]¶ Bases:
simpleml.models.base_model.BaseModel
,simpleml.models.classifiers.classification_mixin.ClassificationMixin
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created_timestamp
¶
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feature_metadata
¶
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filepaths
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has_external_files
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hash_
¶
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id
¶
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metadata_
¶
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modified_timestamp
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name
¶
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params
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pipeline
¶
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pipeline_id
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project
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registered_name
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version
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version_description
¶
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class
simpleml.models.classifiers.sklearn.tree.
SklearnExtraTreeClassifier
(has_external_files=True, external_model_kwargs={}, params={}, **kwargs)[source]¶ Bases:
simpleml.models.base_model.BaseModel
,simpleml.models.classifiers.classification_mixin.ClassificationMixin
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created_timestamp
¶
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feature_metadata
¶
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filepaths
¶
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has_external_files
¶
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hash_
¶
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id
¶
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metadata_
¶
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modified_timestamp
¶
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name
¶
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params
¶
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pipeline
¶
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pipeline_id
¶
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project
¶
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registered_name
¶
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version
¶
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version_description
¶
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class
simpleml.models.classifiers.sklearn.tree.
WrappedSklearnDecisionTreeClassifier
(criterion='gini', splitter='best', max_depth=None, min_samples_split=2, min_samples_leaf=1, min_weight_fraction_leaf=0.0, max_features=None, random_state=None, max_leaf_nodes=None, min_impurity_decrease=0.0, min_impurity_split=None, class_weight=None, presort=False)[source]¶ Bases:
sklearn.tree.tree.DecisionTreeClassifier
,simpleml.models.classifiers.external_models.ClassificationExternalModelMixin
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class
simpleml.models.classifiers.sklearn.tree.
WrappedSklearnExtraTreeClassifier
(criterion='gini', splitter='random', max_depth=None, min_samples_split=2, min_samples_leaf=1, min_weight_fraction_leaf=0.0, max_features='auto', random_state=None, max_leaf_nodes=None, min_impurity_decrease=0.0, min_impurity_split=None, class_weight=None)[source]¶ Bases:
sklearn.tree.tree.ExtraTreeClassifier
,simpleml.models.classifiers.external_models.ClassificationExternalModelMixin