:orphan:

.. _general_examples:

Examples
========



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Data Pipeline
--------------------------------



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    <div class="sphx-glr-thumbnails">


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    <div class="sphx-glr-thumbcontainer" tooltip="Data Load (Built-in Dataset)">

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  .. image:: /auto_examples/0_data/images/thumb/sphx_glr_plot_0_data_loader_builtin_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_0_data_plot_0_data_loader_builtin.py`

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      <div class="sphx-glr-thumbnail-title">Data Load (Built-in Dataset)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Data Load (Pandas DataFrame)">

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  .. image:: /auto_examples/0_data/images/thumb/sphx_glr_plot_0_data_loader_dataframe_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_0_data_plot_0_data_loader_dataframe.py`

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      <div class="sphx-glr-thumbnail-title">Data Load (Pandas DataFrame)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Data Load (Spark)">

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  .. image:: /auto_examples/0_data/images/thumb/sphx_glr_plot_0_data_loader_spark_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_0_data_plot_0_data_loader_spark.py`

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      <div class="sphx-glr-thumbnail-title">Data Load (Spark)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Showing data summary result using the BikeSharing dataset as example.">

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  .. image:: /auto_examples/0_data/images/thumb/sphx_glr_plot_1_data_summary_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_0_data_plot_1_data_summary.py`

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      <div class="sphx-glr-thumbnail-title">Data Summary</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="EDA plots using the BikeSharing dataset as example.">

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  .. image:: /auto_examples/0_data/images/thumb/sphx_glr_plot_2_data_eda_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_0_data_plot_2_data_eda.py`

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      <div class="sphx-glr-thumbnail-title">EDA</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Display data prepare result using the BikeSharing dataset as example.">

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  .. image:: /auto_examples/0_data/images/thumb/sphx_glr_plot_3_data_prepare_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_0_data_plot_3_data_prepare.py`

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      <div class="sphx-glr-thumbnail-title">Data Preparation</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Data Quality Check">

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  .. image:: /auto_examples/0_data/images/thumb/sphx_glr_plot_4_data_quality_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_0_data_plot_4_data_quality.py`

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      <div class="sphx-glr-thumbnail-title">Data Quality Check</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Four built-in feature selection strategies using the BikeSharing dataset as example.">

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  .. image:: /auto_examples/0_data/images/thumb/sphx_glr_plot_5_feature_select_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_0_data_plot_5_feature_select.py`

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      <div class="sphx-glr-thumbnail-title">Feature Selection</div>
    </div>


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    </div>


Model Train and Tune
-----------------------------------------



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    <div class="sphx-glr-thumbnails">


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    <div class="sphx-glr-thumbcontainer" tooltip="Train Models">

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  .. image:: /auto_examples/1_train/images/thumb/sphx_glr_plot_0_model_train_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_1_train_plot_0_model_train.py`

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      <div class="sphx-glr-thumbnail-title">Train Models</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="HPO - Grid Search">

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  .. image:: /auto_examples/1_train/images/thumb/sphx_glr_plot_1_hpo_grid_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_1_train_plot_1_hpo_grid.py`

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      <div class="sphx-glr-thumbnail-title">HPO - Grid Search</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="HPO - Random Search">

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  .. image:: /auto_examples/1_train/images/thumb/sphx_glr_plot_1_hpo_random_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_1_train_plot_1_hpo_random.py`

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      <div class="sphx-glr-thumbnail-title">HPO - Random Search</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Register sklearn Style Models">

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  .. image:: /auto_examples/1_train/images/thumb/sphx_glr_plot_2_register_0_sklearn_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_1_train_plot_2_register_0_sklearn.py`

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      <div class="sphx-glr-thumbnail-title">Register sklearn Style Models</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Register H2O Models">

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  .. image:: /auto_examples/1_train/images/thumb/sphx_glr_plot_2_register_1_h2o_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_1_train_plot_2_register_1_h2o.py`

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      <div class="sphx-glr-thumbnail-title">Register H2O Models</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Register Arbitrary Models">

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  .. image:: /auto_examples/1_train/images/thumb/sphx_glr_plot_2_register_2_arbitrary_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_1_train_plot_2_register_2_arbitrary.py`

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      <div class="sphx-glr-thumbnail-title">Register Arbitrary Models</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Register PySpark Models">

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  .. image:: /auto_examples/1_train/images/thumb/sphx_glr_plot_2_register_3_arbitrary_pyspark_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_1_train_plot_2_register_3_arbitrary_pyspark.py`

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      <div class="sphx-glr-thumbnail-title">Register PySpark Models</div>
    </div>


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    </div>


Post hoc Explainability
--------------------------------



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    <div class="sphx-glr-thumbcontainer" tooltip="Permutation Feature Importance">

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  .. image:: /auto_examples/2_explain/images/thumb/sphx_glr_plot_0_pfi_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_2_explain_plot_0_pfi.py`

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      <div class="sphx-glr-thumbnail-title">Permutation Feature Importance</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Partial Dependence Plot">

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  .. image:: /auto_examples/2_explain/images/thumb/sphx_glr_plot_1_pdp_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_2_explain_plot_1_pdp.py`

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      <div class="sphx-glr-thumbnail-title">Partial Dependence Plot</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="H-statistics">

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  .. image:: /auto_examples/2_explain/images/thumb/sphx_glr_plot_1_pdp_hstats_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_2_explain_plot_1_pdp_hstats.py`

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      <div class="sphx-glr-thumbnail-title">H-statistics</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Individual Conditional Expectation">

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  .. image:: /auto_examples/2_explain/images/thumb/sphx_glr_plot_2_ice_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_2_explain_plot_2_ice.py`

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      <div class="sphx-glr-thumbnail-title">Individual Conditional Expectation</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Accumulated Local Effects">

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  .. image:: /auto_examples/2_explain/images/thumb/sphx_glr_plot_3_ale_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_2_explain_plot_3_ale.py`

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      <div class="sphx-glr-thumbnail-title">Accumulated Local Effects</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Local Interpretable Model-Agnostic Explanation">

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  .. image:: /auto_examples/2_explain/images/thumb/sphx_glr_plot_4_lime_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_2_explain_plot_4_lime.py`

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      <div class="sphx-glr-thumbnail-title">Local Interpretable Model-Agnostic Explanation</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="SHapley Additive exPlanations">

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  .. image:: /auto_examples/2_explain/images/thumb/sphx_glr_plot_5_shap_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_2_explain_plot_5_shap.py`

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      <div class="sphx-glr-thumbnail-title">SHapley Additive exPlanations</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Data Dependent Explanation">

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  .. image:: /auto_examples/2_explain/images/thumb/sphx_glr_plot_6_data_dependent_explain_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_2_explain_plot_6_data_dependent_explain.py`

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      <div class="sphx-glr-thumbnail-title">Data Dependent Explanation</div>
    </div>


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    </div>


Interpretable Models
--------------------------------



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    <div class="sphx-glr-thumbnails">


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    <div class="sphx-glr-thumbcontainer" tooltip="GLM Logistic Regression (Taiwan Credit)">

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  .. image:: /auto_examples/3_models/images/thumb/sphx_glr_plot_0_glm_cls_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_3_models_plot_0_glm_cls.py`

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      <div class="sphx-glr-thumbnail-title">GLM Logistic Regression (Taiwan Credit)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="GLM Linear Regression (Bike Sharing)">

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  .. image:: /auto_examples/3_models/images/thumb/sphx_glr_plot_0_glm_reg_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_3_models_plot_0_glm_reg.py`

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      <div class="sphx-glr-thumbnail-title">GLM Linear Regression (Bike Sharing)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="GAM Classification (CoCircles)">

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  .. image:: /auto_examples/3_models/images/thumb/sphx_glr_plot_1_gam_cls_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_3_models_plot_1_gam_cls.py`

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      <div class="sphx-glr-thumbnail-title">GAM Classification (CoCircles)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="GAM Regression (California Housing)">

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  .. image:: /auto_examples/3_models/images/thumb/sphx_glr_plot_1_gam_reg_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_3_models_plot_1_gam_reg.py`

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      <div class="sphx-glr-thumbnail-title">GAM Regression (California Housing)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Tree Classification (TaiwanCredit)">

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  .. image:: /auto_examples/3_models/images/thumb/sphx_glr_plot_2_tree_cls_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_3_models_plot_2_tree_cls.py`

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      <div class="sphx-glr-thumbnail-title">Tree Classification (TaiwanCredit)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Tree Regression (California Housing)">

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  .. image:: /auto_examples/3_models/images/thumb/sphx_glr_plot_2_tree_reg_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_3_models_plot_2_tree_reg.py`

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      <div class="sphx-glr-thumbnail-title">Tree Regression (California Housing)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="FIGS Classification (Taiwan Credit)">

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  .. image:: /auto_examples/3_models/images/thumb/sphx_glr_plot_3_figs_cls_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_3_models_plot_3_figs_cls.py`

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      <div class="sphx-glr-thumbnail-title">FIGS Classification (Taiwan Credit)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="FIGS Regression (California Housing)">

.. only:: html

  .. image:: /auto_examples/3_models/images/thumb/sphx_glr_plot_3_figs_reg_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_3_models_plot_3_figs_reg.py`

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      <div class="sphx-glr-thumbnail-title">FIGS Regression (California Housing)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="XGB-1 Classification (CoCircles)">

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  .. image:: /auto_examples/3_models/images/thumb/sphx_glr_plot_4_xgb1_cls_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_3_models_plot_4_xgb1_cls.py`

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      <div class="sphx-glr-thumbnail-title">XGB-1 Classification (CoCircles)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="XGB-1 Regression (California Housing)">

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  .. image:: /auto_examples/3_models/images/thumb/sphx_glr_plot_4_xgb1_reg_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_3_models_plot_4_xgb1_reg.py`

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      <div class="sphx-glr-thumbnail-title">XGB-1 Regression (California Housing)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="XGB-2 Classification (Taiwan Credit)">

.. only:: html

  .. image:: /auto_examples/3_models/images/thumb/sphx_glr_plot_5_xgb2_cls_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_3_models_plot_5_xgb2_cls.py`

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      <div class="sphx-glr-thumbnail-title">XGB-2 Classification (Taiwan Credit)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="XGB-2 Regression (Bike Sharing)">

.. only:: html

  .. image:: /auto_examples/3_models/images/thumb/sphx_glr_plot_5_xgb2_reg_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_3_models_plot_5_xgb2_reg.py`

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      <div class="sphx-glr-thumbnail-title">XGB-2 Regression (Bike Sharing)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="EBM Classification (Taiwan Credit)">

.. only:: html

  .. image:: /auto_examples/3_models/images/thumb/sphx_glr_plot_6_ebm_cls_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_3_models_plot_6_ebm_cls.py`

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      <div class="sphx-glr-thumbnail-title">EBM Classification (Taiwan Credit)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="EBM Regression (Bike Sharing)">

.. only:: html

  .. image:: /auto_examples/3_models/images/thumb/sphx_glr_plot_6_ebm_reg_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_3_models_plot_6_ebm_reg.py`

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      <div class="sphx-glr-thumbnail-title">EBM Regression (Bike Sharing)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="GAMI-Net Classification (Taiwan Credit)">

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  .. image:: /auto_examples/3_models/images/thumb/sphx_glr_plot_7_gaminet_cls_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_3_models_plot_7_gaminet_cls.py`

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      <div class="sphx-glr-thumbnail-title">GAMI-Net Classification (Taiwan Credit)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="GAMI-Net Regression (Bike Sharing)">

.. only:: html

  .. image:: /auto_examples/3_models/images/thumb/sphx_glr_plot_7_gaminet_reg_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_3_models_plot_7_gaminet_reg.py`

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      <div class="sphx-glr-thumbnail-title">GAMI-Net Regression (Bike Sharing)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="ReLU DNN Classification (Taiwan Credit)">

.. only:: html

  .. image:: /auto_examples/3_models/images/thumb/sphx_glr_plot_8_reludnn_cls_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_3_models_plot_8_reludnn_cls.py`

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      <div class="sphx-glr-thumbnail-title">ReLU DNN Classification (Taiwan Credit)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="ReLU DNN Regression (Friedman)">

.. only:: html

  .. image:: /auto_examples/3_models/images/thumb/sphx_glr_plot_8_reludnn_reg_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_3_models_plot_8_reludnn_reg.py`

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      <div class="sphx-glr-thumbnail-title">ReLU DNN Regression (Friedman)</div>
    </div>


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    </div>


Outcome Testing
--------------------



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    <div class="sphx-glr-thumbnails">


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    <div class="sphx-glr-thumbcontainer" tooltip="Accuracy: Classification">

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  .. image:: /auto_examples/4_testing/images/thumb/sphx_glr_plot_0_accuracy_cls_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_4_testing_plot_0_accuracy_cls.py`

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      <div class="sphx-glr-thumbnail-title">Accuracy: Classification</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Accuracy: Regression">

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  .. image:: /auto_examples/4_testing/images/thumb/sphx_glr_plot_0_accuracy_reg_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_4_testing_plot_0_accuracy_reg.py`

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      <div class="sphx-glr-thumbnail-title">Accuracy: Regression</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="WeakSpot: Classification">

.. only:: html

  .. image:: /auto_examples/4_testing/images/thumb/sphx_glr_plot_1_weakspot_cls_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_4_testing_plot_1_weakspot_cls.py`

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      <div class="sphx-glr-thumbnail-title">WeakSpot: Classification</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="WeakSpot: Regression">

.. only:: html

  .. image:: /auto_examples/4_testing/images/thumb/sphx_glr_plot_1_weakspot_reg_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_4_testing_plot_1_weakspot_reg.py`

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      <div class="sphx-glr-thumbnail-title">WeakSpot: Regression</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Overfit: Classification">

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  .. image:: /auto_examples/4_testing/images/thumb/sphx_glr_plot_2_overfit_cls_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_4_testing_plot_2_overfit_cls.py`

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      <div class="sphx-glr-thumbnail-title">Overfit: Classification</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Overfit: Regression">

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  .. image:: /auto_examples/4_testing/images/thumb/sphx_glr_plot_2_overfit_reg_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_4_testing_plot_2_overfit_reg.py`

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      <div class="sphx-glr-thumbnail-title">Overfit: Regression</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Reliability: Classification">

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  .. image:: /auto_examples/4_testing/images/thumb/sphx_glr_plot_3_reliability_cls_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_4_testing_plot_3_reliability_cls.py`

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      <div class="sphx-glr-thumbnail-title">Reliability: Classification</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Reliability: Regression">

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  .. image:: /auto_examples/4_testing/images/thumb/sphx_glr_plot_3_reliability_reg_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_4_testing_plot_3_reliability_reg.py`

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      <div class="sphx-glr-thumbnail-title">Reliability: Regression</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Robustness: Classification">

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  .. image:: /auto_examples/4_testing/images/thumb/sphx_glr_plot_4_robustness_cls_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_4_testing_plot_4_robustness_cls.py`

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      <div class="sphx-glr-thumbnail-title">Robustness: Classification</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Robustness:  Regression">

.. only:: html

  .. image:: /auto_examples/4_testing/images/thumb/sphx_glr_plot_4_robustness_reg_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_4_testing_plot_4_robustness_reg.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Robustness:  Regression</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Resilience:  Classification">

.. only:: html

  .. image:: /auto_examples/4_testing/images/thumb/sphx_glr_plot_5_resilience_cls_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_4_testing_plot_5_resilience_cls.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Resilience:  Classification</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Resilience - Regression">

.. only:: html

  .. image:: /auto_examples/4_testing/images/thumb/sphx_glr_plot_5_resilience_reg_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_4_testing_plot_5_resilience_reg.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Resilience - Regression</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Fairness Test: XGB2">

.. only:: html

  .. image:: /auto_examples/4_testing/images/thumb/sphx_glr_plot_6_fairness_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_4_testing_plot_6_fairness.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Fairness Test: XGB2</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Segmented Diagnose (Classification)">

.. only:: html

  .. image:: /auto_examples/4_testing/images/thumb/sphx_glr_plot_7_segmented_cls_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_4_testing_plot_7_segmented_cls.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Segmented Diagnose (Classification)</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Segmented Diagnose (Regression)">

.. only:: html

  .. image:: /auto_examples/4_testing/images/thumb/sphx_glr_plot_7_segmented_reg_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_4_testing_plot_7_segmented_reg.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Segmented Diagnose (Regression)</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Scored Test: Classification">

.. only:: html

  .. image:: /auto_examples/4_testing/images/thumb/sphx_glr_plot_8_scored_test_cls_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_4_testing_plot_8_scored_test_cls.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Scored Test: Classification</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Scored Test: Regression">

.. only:: html

  .. image:: /auto_examples/4_testing/images/thumb/sphx_glr_plot_8_scored_test_reg_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_4_testing_plot_8_scored_test_reg.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Scored Test: Regression</div>
    </div>


.. raw:: html

    </div>


Model Comparison
--------------------



.. raw:: html

    <div class="sphx-glr-thumbnails">


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Model Comparison: Classification">

.. only:: html

  .. image:: /auto_examples/5_compare/images/thumb/sphx_glr_plot_0_compare_classification_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_5_compare_plot_0_compare_classification.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Model Comparison: Classification</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Model Comparison: Regression">

.. only:: html

  .. image:: /auto_examples/5_compare/images/thumb/sphx_glr_plot_0_compare_regression_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_5_compare_plot_0_compare_regression.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Model Comparison: Regression</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Fairness Comparison">

.. only:: html

  .. image:: /auto_examples/5_compare/images/thumb/sphx_glr_plot_1_compare_fairness_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_5_compare_plot_1_compare_fairness.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Fairness Comparison</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Build Robust Models with Monotonicity Constraints">

.. only:: html

  .. image:: /auto_examples/5_compare/images/thumb/sphx_glr_plot_2_compare_robustness_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_5_compare_plot_2_compare_robustness.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Build Robust Models with Monotonicity Constraints</div>
    </div>


.. raw:: html

    </div>


.. toctree::
   :hidden:
   :includehidden:


   /auto_examples/0_data/index.rst
   /auto_examples/1_train/index.rst
   /auto_examples/2_explain/index.rst
   /auto_examples/3_models/index.rst
   /auto_examples/4_testing/index.rst
   /auto_examples/5_compare/index.rst


.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-gallery

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download all examples in Python source code: auto_examples_python.zip </auto_examples/auto_examples_python.zip>`

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip </auto_examples/auto_examples_jupyter.zip>`


.. only:: html

 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_