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This repository has been archived by the owner on May 31, 2023. It is now read-only.

initial release

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@cosmicBboy cosmicBboy released this 22 Sep 01:00
· 29 commits to master since this release

This is the initial release of themis-ml. It exposes the following
functionality with respect to fairness-aware machine learning methods:

Measuring Discrimination

Group-level measures

  • Mean difference
  • Normalized mean difference

Mitigating Discrimination

Preprocessing

  • Relabelling (Massaging)
  • Reweighting

Model Estimation

  • Additive Counterfactually Fair Estimator

Postprocessing

  • Reject Option Classification

Datasets

  • German Credit Dataset