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@shlomihod shlomihod released this Jun 14, 2019 · 2 commits to master since this release

  • Word embedding bias
    • Fix bug in computing WEAT
    • Computing and plotting factual property
      association to projections on a bias direction,
      similar to WEFAT

https://pypi.org/project/ethically/0.0.5

Assets 4

@shlomihod shlomihod released this Jun 3, 2019 · 6 commits to master since this release

  • Word embedding bias
    • Unrestricted most_similar
    • Unrestricted generate_analogies
    • Running specific experiments with calc_all_weat
    • Plotting clustering by classification of biased neutral words

https://pypi.org/project/ethically/0.0.4

Assets 4

@shlomihod shlomihod released this Apr 10, 2019 · 10 commits to master since this release

  • Fairness in Classification
    • Three demographic fairness criteria
      • Independence
      • Separation
      • Sufficiency
    • Equalized odds post-processing algorithmic interventions
    • Complete two notebook demos (FICO and COMPAS)
  • Words embedding bias
    • Measuring bias with WEAT method
  • Documentation improvements
  • Fixing security issues with dependencies

https://pypi.org/project/ethically/0.0.3/

Assets 4

@shlomihod shlomihod released this Sep 1, 2018 · 66 commits to master since this release

  • Words embedding bias
    • Generating analogies along the bias direction
    • Standard evaluations of words embedding (word pairs and analogies)
    • Plotting indirect bias
    • Scatter plot of bias direction projections between two words embedding
    • Improved verbose mode

https://pypi.org/project/ethically/0.0.2/

Assets 4

@shlomihod shlomihod released this Aug 17, 2018 · 98 commits to master since this release

Gender debiasing for words embedding based on Bolukbasi et al.
https://pypi.org/project/ethically/0.0.1/

Assets 4
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