Tabular examples
----------------

These examples explain machine learning models applied to tabular data. They are all generated from Jupyter
notebooks `available on GitHub <https://github.com/shap/shap/tree/master/notebooks/tabular_examples>`_.


Tree-based models
=================
Examples demonstrating how to explain tree-based machine learning models.

.. toctree::
    :glob:
    :maxdepth: 1

    example_notebooks/tabular_examples/tree_based_models/*


Linear models
=============
Examples demonstrating how to explain linear machine learning models.

.. toctree::
    :glob:
    :maxdepth: 1

    example_notebooks/tabular_examples/linear_models/*


Neural networks
===============
Examples demonstrating how to explain machine learning models based on neural networks.

.. toctree::
    :glob:
    :maxdepth: 1

    example_notebooks/tabular_examples/neural_networks/*


Model agnostic
==============
Examples demonstrating how to explain arbitrary machine learning pipelines.

.. toctree::
    :glob:
    :maxdepth: 1

    example_notebooks/tabular_examples/model_agnostic/*