README.md

Miscellaneous FAT Forensics Resources

This repository contains miscellaneous FAT Forensics resources, such as Jupyter Notebooks accompanying relevant papers. The list of resources is enclosed below.

FAT Forensics: A Python Toolbox for Algorithmic Fairness, Accountability and Transparency

See the fat_forensics_overview directory for more details.

• The manuscripts is published with Software Impacts.
• Relevant Jupyter Notebooks are available in the fat_forensics_overview directory.

Building Tabular Surrogates With an Interactive Widget

See the tabular_surrogate_builder directory for more details. The Jupyter Notebook was used for:

• 2021 BIAS Summer School; and
• 2021 TAILOR Summer School.

Interactive Overview of Tabular and Image Surrogates

See the surrogates_overview directory for more details. The Jupyter Notebook and Python scripts were used for:

• 2021 BIAS Summer School; and
• 2021 TAILOR Summer School.

Permutation Importance, Individual Conditional Expectation and Partial Dependence

See the pi_ice_pd directory for more details.