simpleml.models.base_sklearn_model

Base module for Sklearn models.

Module Contents

Classes

SklearnModel

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

simpleml.models.base_sklearn_model.__author__ = Elisha Yadgaran

class simpleml.models.base_sklearn_model.SklearnModel(has_external_files=True, external_model_kwargs=None, params=None, **kwargs)

Bases: simpleml.models.base_model.LibraryModel

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

_fit(self)

Separate out actual fit call for optional overwrite in subclasses

Sklearn estimators don’t support data generators, so do not expose fit_generator method