Choosing Public Datasets for Private Machine Learning via Gradient Subspace Distance

Xin Gu, Gautam Kamath, Zhiwei Steven Wu

Differentially private stochastic gradient descent privatizes model training by injecting noise into each iteration, where the noise magnitude increases with the number of model pa…