Bolt-on Differential Privacy for Scalable Stochastic Gradient Descent-based Analytics
Bolt-on Differential Privacy for Scalable Stochastic Gradient Descent-based Analytics
While significant progress has been made separately on analytics systems for scalable stochastic gradient descent (SGD) and private SGD, none of the major scalable analytics frameworks have incorporated differentially private SGD. There are two inter-related issues for this disconnect between research and practice: (1) low model accuracy due to added …