error-parity
0.3.11
Readme file
API reference
Example notebooks
Achieving
equalized odds
on real-world ACS data (ACSIncome)
Fairness vs Performance trade-off
Fit and plot similar example but using “Equal Opportunity” fairness metric
Achieving
equalized odds
on synthetic data
Plot postprocessing Pareto frontier
Achieving different fairness constraints on synthetic data
Plot Fairness-Accuracy Pareto frontier achievable by postprocessing
Example usage of
error-parity
with other fairness-constrained classifiers
error-parity
Notebooks Gallery
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Notebooks Gallery
Achieving equalized odds on real-world ACS data (ACSIncome)
Achieving equalized odds on synthetic data
Achieving different fairness constraints on synthetic data
Example usage of error-parity with other fairness-constrained classifiers
