Federated Learning Theory and Practice Nguyen Hoang Chen Paperback 9780443190377
Elsevier Science Publishing Co Inc
Federated LearningTheory and Practice\nAuthor(s): Lam M. Nguyen, Trong Nghia Hoang, Pin-Yu Chen\nFormat: Paperback\nPublisher: Elsevier Science Publishing Co Inc, United States\nImprint: Academic Press Inc\nISBN-13: 9780443190377, 978-0443190377\nSynopsis\nFederated Learning: Theory and Practi ce provides a holisti c treatment to federated learning as a distributed learning system with various forms of decentralized data and features. Part I of the book begins with a broad overview of opti mizati on fundamentals and modeling challenges, covering various aspects of communicati on effi ciency, theoretical convergence, and security. Part II features\nemerging challenges stemming from many socially driven concerns of federated learning as a future public machine learning service. Part III concludes the book with a wide array of industrial applicati ons of federated learning, as well as ethical considerations, showcasing its immense potential for driving innovation while safeguarding sens.
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