simpleml.models.classifiers.sklearn.base_sklearn_classifier

Base module for sklearn classifier models

Module Contents

Classes

SklearnClassifier

No different than base model. Here just to maintain the pattern

Attributes

__author__

simpleml.models.classifiers.sklearn.base_sklearn_classifier.__author__ = Elisha Yadgaran[source]
class simpleml.models.classifiers.sklearn.base_sklearn_classifier.SklearnClassifier(has_external_files=True, external_model_kwargs=None, params=None, fitted=False, pipeline_id=None, **kwargs)[source]

Bases: simpleml.models.base_sklearn_model.SklearnModel, simpleml.models.classifiers.classification_mixin.ClassificationMixin

No different than base model. Here just to maintain the pattern Generic Base -> Library Base -> Domain Base -> Individual Models (ex: [Library]Model -> SklearnModel -> SklearnClassifier -> SklearnLogisticRegression)

Need to explicitly separate passthrough kwargs to external models since most do not support arbitrary **kwargs in the constructors

Two supported patterns - full initialization in constructor or stepwise configured before fit and save

Parameters

  • has_external_files (bool) –

  • external_model_kwargs (Optional[Dict[str, Any]]) –

  • params (Optional[Dict[str, Any]]) –

  • fitted (bool) –

  • pipeline_id (Optional[Union[str, uuid.uuid4]]) –