Trusted-AI / AIF360

A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.
https://aif360.res.ibm.com/
Apache License 2.0
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R example applications of adversarial_debiasing #274

Open Drew2019 opened 3 years ago

Drew2019 commented 3 years ago

Are there examples start to finish of training a model to predict an outcome and minimize prediction of a protected class, using adversarial debiasing? I have not been able to locate one, and it would be extremely helpful in figuring out how to apply the package's functions.

jfparie commented 3 years ago

https://github.com/Trusted-AI/AIF360/blob/master/examples/demo_adversarial_debiasing.ipynb ?

SSaishruthi commented 3 years ago

@Drew2019 I have a complete script from end to end. Will update them this weekend. Thanks for your interest.