03322nam 22006495 450 991074335190332120251113175122.0981-16-3419-X981-16-3420-3981-16-3420-310.1007/978-981-16-3420-8(MiAaPQ)EBC6896938(Au-PeEL)EBL6896938(CKB)21325599700041(PPN)260829293(OCoLC)1301453626(DE-He213)978-981-16-3420-8(EXLCZ)992132559970004120220223d2022 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierDistributed Machine Learning and Gradient Optimization /by Jiawei Jiang, Bin Cui, Ce Zhang1st ed. 2022.Singapore :Springer Nature Singapore :Imprint: Springer,2022.1 online resource (179 pages)Big Data Management,2522-0187Print version: Jiang, Jiawei Distributed Machine Learning and Gradient Optimization Singapore : Springer Singapore Pte. Limited,c2022 9789811634192 Includes bibliographical references.1 Introduction -- 2 Basics of Distributed Machine Learning -- 3 Distributed Gradient Optimization Algorithms -- 4 Distributed Machine Learning Systems -- 5 Conclusion. .This book presents the state of the art in distributed machine learning algorithms that are based on gradient optimization methods. In the big data era, large-scale datasets pose enormous challenges for the existing machine learning systems. As such, implementing machine learning algorithms in a distributed environment has become a key technology, and recent research has shown gradient-based iterative optimization to be an effective solution. Focusing on methods that can speed up large-scale gradient optimization through both algorithm optimizations and careful system implementations, the book introduces three essential techniques in designing a gradient optimization algorithm to train a distributed machine learning model: parallel strategy, data compression and synchronization protocol. Written in a tutorial style, it covers a range of topics, from fundamental knowledge to a number of carefully designed algorithms and systems of distributed machine learning. It will appeal toa broad audience in the field of machine learning, artificial intelligence, big data and database management.Big Data Management,2522-0187Machine learningData miningDatabase managementMachine LearningData Mining and Knowledge DiscoveryDatabase ManagementMachine learning.Data mining.Database management.Machine Learning.Data Mining and Knowledge Discovery.Database Management.943.005Jiang JiaweiCui BinZhang CeMiAaPQMiAaPQMiAaPQBOOK9910743351903321Distributed machine learning and gradient optimization2920290UNINA