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Optimization Algorithms for Distributed Machine Learning

Optimization Algorithms for Distributed Machine Learning
Optimization Algorithms for Distributed Machine Learning
English | 2023 | ISBN: 3031190661 | 213 Pages | PDF EPUB (True) | 18 MB
This book discusses state-of-the-art stochastic optimization algorithms for distributed machine learning and analyzes their convergence speed. The book first introduces stochastic gradient descent (SGD) and its distributed version, synchronous SGD, where the task of computing gradients is divided across several worker nodes. 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. For each of these algorithms, the book analyzes its error versus iterations convergence, and the runtime spent per iteration. The author shows that each of these strategies to reduce communication or synchronization delays encounters a fundamental trade-off between error and runtime.

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One Step to Happiness

One Step to Happiness
Ken W Davies, "One Step to Happiness"
English | ISBN: 1637675348 | 2021 | 106 pages | EPUB | 2 MB
Fame and fortune may be satisfying to some people, but the blessing of joy that God gives to a humble soul falls in an entirely different class. Jesus radiated joy while serving the people of his day, and showed no pride in his powerful gifts of healing and preaching.

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Official Governance and Self-governance

Official Governance and Self-governance
Official Governance and Self-governance: The Reconstruction of Grassroots Social Order in China
English | 2022 | ISBN: 9811966001 | 482 Pages | PDF (True) | 5 MB
This book offers a new interpretation of the evolution and modernization of social order in China's grass-roots communities. Traditionally, social order at the grass-roots level was maintained through an organic combination of self-rule by the people and authority rule by political leaders. As a hybrid form of social order, therefore, it not only has features of autonomy but also reflects the power of the state apparatus. Despite the modernization of the nation-state, the old rules sustaining social order at the grass-roots level are still very much in effect and have seamlessly integrated into the new social structure. Unless we fully appreciate this fundamental continuity, we would not be able to understand how social order at the grass-roots level today is upheld and functions. And the modernization of social order at the grass-roots level is most fruitfully studied from the perspectives of the construction of modern public social relations and the development of grass-roots systems of social autonomy.

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