Skip to content

Latest commit

 

History

History
171 lines (91 loc) · 4.53 KB

index.rst.txt

File metadata and controls

171 lines (91 loc) · 4.53 KB

Preprocessing

Examples concerning the :mod:`sklearn.preprocessing` module.

.. only:: html

  .. image:: /auto_examples/preprocessing/images/thumb/sphx_glr_plot_all_scaling_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_preprocessing_plot_all_scaling.py`
Compare the effect of different scalers on data with outliers
.. only:: html

  .. image:: /auto_examples/preprocessing/images/thumb/sphx_glr_plot_target_encoder_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_preprocessing_plot_target_encoder.py`
Comparing Target Encoder with Other Encoders
.. only:: html

  .. image:: /auto_examples/preprocessing/images/thumb/sphx_glr_plot_discretization_strategies_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_preprocessing_plot_discretization_strategies.py`
Demonstrating the different strategies of KBinsDiscretizer
.. only:: html

  .. image:: /auto_examples/preprocessing/images/thumb/sphx_glr_plot_discretization_classification_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_preprocessing_plot_discretization_classification.py`
Feature discretization
.. only:: html

  .. image:: /auto_examples/preprocessing/images/thumb/sphx_glr_plot_scaling_importance_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_preprocessing_plot_scaling_importance.py`
Importance of Feature Scaling
.. only:: html

  .. image:: /auto_examples/preprocessing/images/thumb/sphx_glr_plot_map_data_to_normal_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_preprocessing_plot_map_data_to_normal.py`
Map data to a normal distribution
.. only:: html

  .. image:: /auto_examples/preprocessing/images/thumb/sphx_glr_plot_target_encoder_cross_val_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_preprocessing_plot_target_encoder_cross_val.py`
Target Encoder's Internal Cross fitting
.. only:: html

  .. image:: /auto_examples/preprocessing/images/thumb/sphx_glr_plot_discretization_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_preprocessing_plot_discretization.py`
Using KBinsDiscretizer to discretize continuous features
.. toctree::
   :hidden:

   /auto_examples/preprocessing/plot_all_scaling
   /auto_examples/preprocessing/plot_target_encoder
   /auto_examples/preprocessing/plot_discretization_strategies
   /auto_examples/preprocessing/plot_discretization_classification
   /auto_examples/preprocessing/plot_scaling_importance
   /auto_examples/preprocessing/plot_map_data_to_normal
   /auto_examples/preprocessing/plot_target_encoder_cross_val
   /auto_examples/preprocessing/plot_discretization