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AIF360 v0.4.0 Release Notes

This is a major release containing a number of new features, improvements, and bugfixes.

Highlights

  • TensorFlow 2, Python 3.8 now supported
  • New algorithms:
  • Exponentiated Gradient Reduction
  • Grid Search Reduction
  • New dataset:
  • Law school GPA

New Features/Improvements

  • Python 3.8 and TensorFlow 2 (via compat.v1) support added (#230)
  • Algorithms from fairlearn added (#215):
  • Exponentiated Gradient Reduction and Grid Search Reduction
  • Support for regression datasets
  • Law school GPA dataset added
  • MetaFairClassifier code cleaned and sped up (#196)
  • removed numba dependency (#187)
  • maxiter and maxfun arguments in LFR fit() (#184)

Backwards-Incompatible Changes

  • Removed support for Python 3.5

Fixes

  • Fix bug where scores in a single-row dataset was getting squeezed (#193)
  • Typo in consistency_score documentation (#195)
  • Lime notebook license issue (#191)

New Contributors

@baba-mpe, @SSaishruthi, @leenamurgai, @synapticarbors, @sohiniu, @yangky11

Source: README.md, updated 2021-03-04