sklearn.base
.BaseEstimator¶
-
class
sklearn.base.
BaseEstimator
[source]¶ Base class for all estimators in scikit-learn
Notes
All estimators should specify all the parameters that can be set at the class level in their
__init__
as explicit keyword arguments (no*args
or**kwargs
).Methods
get_params
([deep])Get parameters for this estimator.
set_params
(**params)Set the parameters of this estimator.
-
__init__
(*args, **kwargs)¶ Initialize self. See help(type(self)) for accurate signature.
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get_params
(deep=True)[source]¶ Get parameters for this estimator.
- Parameters
- deepbool, default=True
If True, will return the parameters for this estimator and contained subobjects that are estimators.
- Returns
- paramsmapping of string to any
Parameter names mapped to their values.
-
set_params
(**params)[source]¶ Set the parameters of this estimator.
The method works on simple estimators as well as on nested objects (such as pipelines). The latter have parameters of the form
<component>__<parameter>
so that it’s possible to update each component of a nested object.- Parameters
- **paramsdict
Estimator parameters.
- Returns
- selfobject
Estimator instance.
-