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Federated Learning : Theory and Practice, Paperback / softback Book

Federated Learning : Theory and Practice Paperback / softback

Edited by Lam M. (Staff Research Scientist at IBM Research, Thomas J. Watson Research Center, Yorktown Nguyen, Trong Nghia (Assistant Professor, Washington State University, USA) Hoang, Pin-Yu (Principal Research Scientist, IBM Thomas J. Watson Research Center, Yorktown Heights, Chen

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Federated 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 featuresemerging 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 sensitive data. Federated Learning: Theory and Practi ce provides a comprehensive and accessible introducti on to federated learning which is suitable for researchers and students in academia, and industrial practitioners who seek to leverage the latest advance in machine learning for their entrepreneurial endeavors.

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