simpleml.models.classifiers.sklearn.tree module¶

Wrapper module around sklearn.tree

class simpleml.models.classifiers.sklearn.tree.SklearnDecisionTreeClassifier(has_external_files=True, external_model_kwargs={}, params={}, **kwargs)[source]¶

Bases: simpleml.models.classifiers.sklearn.base_sklearn_classifier.SklearnClassifier

author¶

created_timestamp¶

feature_metadata¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

modified_timestamp¶

name¶

params¶

pipeline¶

pipeline_id¶

project¶

registered_name¶

version¶

version_description¶

class simpleml.models.classifiers.sklearn.tree.SklearnExtraTreeClassifier(has_external_files=True, external_model_kwargs={}, params={}, **kwargs)[source]¶

Bases: simpleml.models.classifiers.sklearn.base_sklearn_classifier.SklearnClassifier

author¶

created_timestamp¶

feature_metadata¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

modified_timestamp¶

name¶

params¶

pipeline¶

pipeline_id¶

project¶

registered_name¶

version¶

version_description¶

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

get_feature_metadata(features, **kwargs)[source]¶: By default nothing is implemented

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

get_feature_metadata(features, **kwargs)[source]¶: By default nothing is implemented