Faster Derivative-Free Stochastic Algorithm for Shared Memory Machines

Bin Gu, Zhouyuan Huo, Cheng Deng, Heng Huang

Abstract: Asynchronous parallel stochastic gradient optimization has been playing a pivotal role to solve large-scale machine learning problems in big data applications. Zeroth-order (derivative-free) method...