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📚 eXplainable Machine Learning 📚

The master branch of this repository holds the source of our eXplainable Machine Learning book (Jupyter Book) and its documentation (MkDocs) -- book and docs folders respectively. These sources are built into a collection of static HTML documents served by GitHub Pages from the gh-pages branch. The book can be accessed at book.xmlx.dev and the documentation at book.xmlx.dev/docs.

General information about our organisation can be found at xmlx.dev. Our resources are hosted on GitHub under the xmlx-dev organisation.

📖 Book

Read Book

The interactive Jupyter Book version of our XML book can be accessed at book.xmlx.dev. It covers a broad range of eXplainable Machine Learning theory and practice, including:

  • high-level overviews & introductory examples;
  • mathematical foundations;
  • algorithmic implementations;
  • practical advice & real-life caveats; and
  • success & failure case studies.

📝 Documentation

Read Docs

The MkDocs documentation of our XML book can be accessed at book.xmlx.dev/docs. It covers technical concepts to do with how the book is built and maintained, as well as a contributor's guide that outlines how to author new content for the book. In particular, you will find there a code of conduct, changelog, ways to contact us and acknowledgements. The documentation also includes a dedicated page describing our preferred contribution workflow and information how to set up your development environment, both for working with the book and the documentation itself.