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Optimization Algorithms for Distributed Machine Learning - Synthesis Lectures on Learning, Networks, and Algorithms Gauri Joshi 2023 edition
Optimization Algorithms for Distributed Machine Learning - Synthesis Lectures on Learning, Networks, and Algorithms
Gauri Joshi
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
| 介质类型 | 图书 Hardcover Book (精装硬皮书) |
| 已发行 | 2022年11月26日 |
| ISBN13 | 9783031190667 |
| 出版商 | Springer International Publishing AG |
| 页数 | 127 |
| 商品尺寸 | 150 × 220 × 20 mm · 430 g |
| 语言 | 德语 |