Revision History

0.0.3 (2019/04/10)

  • 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

0.0.2 (2018/09/01)

  • 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

0.0.1 (2018/08/17)

  • Gender debiasing for words embedding based on Bolukbasi et al.