Not one but many Tradeoffs: Privacy Vs. Utility in Differentially Private Machine Learning

Benjamin Zi Hao Zhao, Mohamed Ali Kaafar, Nicolas Kourtellis

Data holders are increasingly seeking to protect their user's privacy, whilst still maximizing their ability to produce machine models with high quality predictions. In this work,…