======= XAI-Lib ======= Welcome to the documentation of **XAI-Lib** - an integrated Python library for Explainable AI (XAI). **XAI-Lib** provides a unified interface for various explanation methods, making machine learning models more interpretable and transparent. The library simplifies the process of explaining black-box models across different data types. .. note:: This project is part of the `XAI Project `_ - a European initiative focused on advancing explainable artificial intelligence research and applications. About This Documentation ======================== This documentation is formatted in `reStructuredText`_ and built with `Sphinx`_. It provides comprehensive information about: - Installation and getting started - Available explanation methods - API reference - Usage examples - Contributing guidelines The documentation uses the `autodoc`_ extension to include documentation from docstrings, which are written in `Google style`_. Contents ======== .. toctree:: :maxdepth: 2 Overview Contributions & Help License Authors Changelog Module Reference Indices and tables ================== * :ref:`genindex` * :ref:`modindex` * :ref:`search` Acknowledgments =============== This library is developed as part of the **XAI Project** (`https://xai-project.eu/ `_), a European initiative dedicated to advancing explainable artificial intelligence. The XAI Project aims to: * Develop new methods for explainable AI * Create practical tools for AI transparency * Foster collaboration between research and industry * Promote responsible AI development For more information about the XAI Project, visit `https://xai-project.eu/ `_. .. _toctree: https://www.sphinx-doc.org/en/master/usage/restructuredtext/directives.html .. _reStructuredText: https://www.sphinx-doc.org/en/master/usage/restructuredtext/basics.html .. _references: https://www.sphinx-doc.org/en/stable/markup/inline.html .. _Python domain syntax: https://www.sphinx-doc.org/en/master/usage/restructuredtext/domains.html#the-python-domain .. _Sphinx: https://www.sphinx-doc.org/ .. _Python: https://docs.python.org/ .. _Numpy: https://numpy.org/doc/stable .. _SciPy: https://docs.scipy.org/doc/scipy/reference/ .. _matplotlib: https://matplotlib.org/contents.html# .. _Pandas: https://pandas.pydata.org/pandas-docs/stable .. _Scikit-Learn: https://scikit-learn.org/stable .. _autodoc: https://www.sphinx-doc.org/en/master/ext/autodoc.html .. _Google style: https://google.github.io/styleguide/pyguide.html#38-comments-and-docstrings .. _NumPy style: https://numpydoc.readthedocs.io/en/latest/format.html .. _classical style: https://www.sphinx-doc.org/en/master/domains.html#info-field-lists