:py:mod:`ForeTiS.model._sklearn_model`
======================================

.. py:module:: ForeTiS.model._sklearn_model


Module Contents
---------------

Classes
~~~~~~~

.. autoapisummary::

   ForeTiS.model._sklearn_model.SklearnModel




.. py:class:: SklearnModel(optuna_trial, datasets, featureset_name, pca_transform, target_column, optimize_featureset)

   Bases: :py:obj:`ForeTiS.model._base_model.BaseModel`, :py:obj:`abc.ABC`

   Parent class based on :obj:`~ForeTiS.model._base_model.BaseModel` for all models with a sklearn-like API to share
   functionalities. See :obj:`~ForeTiS.model._base_model.BaseModel` for more information.

   **Attributes**

       *Inherited attributes*

       See :obj:`~ForeTiS.model._base_model.BaseModel`

   .. py:method:: retrain(retrain)

      Implementation of the retraining for models with sklearn-like API.
      See :obj:`~ForeTiS.model._base_model.BaseModel` for more information.


   .. py:method:: update(update, period)

      Implementation of the retraining for models with sklearn-like API.
      See :obj:`~ForeTiS.model._base_model.BaseModel` for more information


   .. py:method:: predict(X_in)

      Implementation of a prediction based on input features for models with sklearn-like API.
      See :obj:`~ForeTiS.model._base_model.BaseModel` for more information.


   .. py:method:: train_val_loop(train, val)

      Implementation of a train and validation loop for models with sklearn-like API.
      See :obj:`~ForeTiS.model._base_model.BaseModel` for more information.