.. _sphx_glr_auto_examples_preprocessing: .. _preprocessing_examples: Preprocessing ------------- Examples concerning the :mod:`sklearn.preprocessing` module. .. raw:: html
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.. 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` .. raw:: html
Compare the effect of different scalers on data with outliers
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.. 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` .. raw:: html
Comparing Target Encoder with Other Encoders
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.. 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` .. raw:: html
Demonstrating the different strategies of KBinsDiscretizer
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.. 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` .. raw:: html
Feature discretization
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.. 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` .. raw:: html
Importance of Feature Scaling
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.. 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` .. raw:: html
Map data to a normal distribution
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.. 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` .. raw:: html
Target Encoder's Internal Cross fitting
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.. only:: html .. image:: /auto_examples/preprocessing/images/thumb/sphx_glr_plot_discretization_thumb.png :alt: :ref:`sphx_glr_auto_examples_preprocessing_plot_discretization.py` .. raw:: html
Using KBinsDiscretizer to discretize continuous features
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.. 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