Automated discovery of trade-off between utility, privacy and fairness in machine learning models

no code implementations • 27 Nov 2023 • Bogdan Ficiu, Neil D. Lawrence, Andrei Paleyes

Thus the trade-off between fairness, privacy and performance of ML models emerges, and practitioners need a way of quantifying this trade-off to enable deployment decisions.

Bayesian Optimization Decision Making +1