Titlebook: Distributed Machine Learning and Gradient Optimization; Jiawei Jiang,Bin Cui,Ce Zhang Book 2022 The Editor(s) (if applicable) and The Auth

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https://doi.org/10.1057/9780230253025We classify these methods by their targeted machine learning models, including but not limited to generalized linear models, deep learning models, and tree models. For each category of machine learning model, we briefly describe their concepts and principles and then introduce the existing gradient

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978-981-16-3422-2The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapor

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Distributed Machine Learning and Gradient Optimization978-981-16-3420-8Series ISSN 2522-0179 Series E-ISSN 2522-0187

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https://doi.org/10.1057/9780230253025We classify these methods by their targeted machine learning models, including but not limited to generalized linear models, deep learning models, and tree models. For each category of machine learning model, we briefly describe their concepts and principles and then introduce the existing gradient optimization algorithms that can be adopted.

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Jiawei Jiang,Bin Cui,Ce ZhangPresents a comprehensive overview of distributed machine learning.Introduces the progress of gradient optimization for distributed machine learning.Addresses the key challenge of implementing machine

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