Search Results for author: Robert Mansel Gower

Found 1 papers, 0 papers with code

SGD: General Analysis and Improved Rates

no code implementations27 Jan 2019 Robert Mansel Gower, Nicolas Loizou, Xun Qian, Alibek Sailanbayev, Egor Shulgin, Peter Richtarik

By specializing our theorem to different mini-batching strategies, such as sampling with replacement and independent sampling, we derive exact expressions for the stepsize as a function of the mini-batch size.

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