Optimization Algorithms for Distributed Machine Learning - Synthesis Lectures on Learning, Networks, and Algorithms - Gauri Joshi - Books - Springer International Publishing AG - 9783031190667 - November 26, 2022
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Optimization Algorithms for Distributed Machine Learning - Synthesis Lectures on Learning, Networks, and Algorithms 2023 edition

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The author discusses several algorithms that improve the scalability and communication efficiency of synchronous SGD, such as asynchronous SGD, local-update SGD, quantized and sparsified SGD, and decentralized SGD.


127 pages, 38 Illustrations, color; 2 Illustrations, black and white; XIII, 127 p. 40 illus., 38 ill

Media Books     Hardcover Book   (Book with hard spine and cover)
Released November 26, 2022
ISBN13 9783031190667
Publishers Springer International Publishing AG
Pages 127
Dimensions 150 × 220 × 20 mm   ·   430 g
Language German