Tutorials
=========

This section contains tutorials for both **LightAutoML** and **HypEx**, covering a wide range of use cases from basic model training to advanced hypothesis testing.

LightAutoML Tutorials
---------------------


.. toctree::
    :maxdepth: 1
    :caption: Core Features

    tutorials/Tutorial_1_basics.nblink
    tutorials/Tutorial_2_WhiteBox_AutoWoE.nblink
    tutorials/Tutorial_3_sql_data_source.nblink
    tutorials/Tutorial_4_NLP_Interpretation.nblink


.. toctree::
    :maxdepth: 1
    :caption: Advanced Topics

    tutorials/Tutorial_5_uplift.nblink
    tutorials/Tutorial_6_custom_pipeline.nblink
    tutorials/Tutorial_7_ICE_and_PDP_interpretation.nblink
    tutorials/Tutorial_8_CV_preset.nblink
    tutorials/Tutorial_9_neural_networks.nblink
    tutorials/Tutorial_10_relational_data_with_star_scheme.nblink
    tutorials/Tutorial_11_time_series.nblink


HypEx Tutorials
---------------


.. toctree::
    :maxdepth: 1
    :caption: A/B and A/A Testing

    tutorials/Tutorial_12_AA_Test.nblink
    tutorials/Tutorial_13_AA_Test_multigroup_split.nblink
    tutorials/Tutorial_14_AB_Test.nblink


.. toctree::
    :maxdepth: 1
    :caption: Matching

    tutorials/Tutorial_15_Matching.nblink
    tutorials/Tutorial_16_Matching_without_replacement.nblink


.. toctree::
    :maxdepth: 1
    :caption: Modeling and Testing Limits

    tutorials/Tutorial_17_Modeling_Limit_Distribution.nblink
    tutorials/Tutorial_18_Test_Limit_Distribution.nblink