simpleml.models.classifiers.sklearn.multiclass module¶

Wrapper module around sklearn.multiclass

class simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsOneClassifier(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.multiclass.SklearnOneVsRestClassifier(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.multiclass.SklearnOutputCodeClassifier(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.multiclass.WrappedSklearnOneVsOneClassifier(estimator, n_jobs=None)[source]¶

Bases: sklearn.multiclass.OneVsOneClassifier, simpleml.models.classifiers.external_models.ClassificationExternalModelMixin

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

class simpleml.models.classifiers.sklearn.multiclass.WrappedSklearnOneVsRestClassifier(estimator, n_jobs=None)[source]¶

Bases: sklearn.multiclass.OneVsRestClassifier, simpleml.models.classifiers.external_models.ClassificationExternalModelMixin

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

class simpleml.models.classifiers.sklearn.multiclass.WrappedSklearnOutputCodeClassifier(estimator, code_size=1.5, random_state=None, n_jobs=None)[source]¶

Bases: sklearn.multiclass.OutputCodeClassifier, simpleml.models.classifiers.external_models.ClassificationExternalModelMixin

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