ModelOriented/FairModels: Flexible Tool for Bias Detection, Visualization, and Mitigation

Measure fairness metrics in one place for many models. Check how big is model's bias towards different races, sex, nationalities etc. Use measures such as Statistical Parity, Equal odds to detect the discrimination against unprivileged groups. Visualize the bias using heatmap, radar plot, biplot, bar chart (and more!). There are various pre-processing and post-processing bias mitigation algorithms implemented.

Getting started

Package details

Maintainer
LicenseGPL-3
Version0.2.3
URL https://modeloriented.github.io/fairmodels/
Package repositoryView on GitHub
Installation Install the latest version of this package by entering the following in R:
install.packages("remotes")
remotes::install_github("ModelOriented/FairModels")
ModelOriented/FairModels documentation built on Oct. 24, 2020, 5:34 p.m.