Skip to content

Changelog

GitHub Release

🚀 v0.1 – Turing

This is the initial XML Book release sponsored by The Alan Turing Institute under their Online Training Call (more details about the award). It includes the technical foundation of the book and project setup:

  • GitHub configuration (automation with actions, no-Jekyll and custom domain, Issue and Pull Request templates, discussion boards, and project kanban);
  • software tools (requirement files, spellchecking with a custom word list and bespoke filter for Jupyter Notebooks, and validating cleanliness of Jupyter Notebooks);
  • git configuration (files and directories to ignore, and pre-commit hooks);
  • repository setup (licence and readme files);
  • technical documentation with MkDocs; and
  • Jupyter Book framework for the book content (general structure and custom static files).

This book release covers the following explainability concepts for tabular data:

  • feature influence
    • Individual Conditional Expectation
    • Partial Dependence
  • feature importance
    • Permutation Feature Importance
  • exemplar explanations
    • brute-force counterfactuals
    • FACE counterfactuals
  • surrogate explainers
    • bLIMEy (including LIME)
    • ANCHOR
Last update: 2024-07-26