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EthicML 1.3.0 documentation
EthicML 1.3.0 documentation

API

  • ethicml
    • Data preprocessing
    • Utils
  • ethicml.data
  • ethicml.models
    • Algorithms base
    • Inprocess algorithms
    • Postprocess algorithms
    • Preprocess algorithms
  • ethicml.metrics
  • ethicml.run
  • ethicml.plot

Tutorials

  • Migration guide to 1.0
  • Runnning experiments on the Adult dataset
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ethicml.models#

Definitions of algorithms.

  • Algorithms base
    • Algorithm
    • SubprocessAlgorithmMixin
  • Inprocess algorithms
    • Inprocess base
    • Agarwal
    • Distributionally-robust optimization
    • Base for installed model
    • Kamiran
    • Kamishima
    • Logistic regression
    • Majority
    • Manual methods
    • MLP
    • Oracle
    • SVM
    • Zafar
  • Postprocess algorithms
    • Postprocess base
    • DP Flip
    • Hardt
  • Preprocess algorithms
    • Preprocess base
    • Beutel
    • Calders
    • Upsampling
    • VFAE
    • Zemel
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Algorithms base
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ethicml.data
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