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portada Federated Learning: Foundations and Applications
Type
Physical Book
Publisher
Author
Language
English
Pages
250
Format
Paperback
ISBN13
9780443444333

Federated Learning: Foundations and Applications

Buyya, Rajkumar; Mukherjee, Anwesha; Das, Sajal K. (Author) · Morgan Kaufmann Publishers · Paperback

Federated Learning: Foundations and Applications - Buyya, Rajkumar; Mukherjee, Anwesha; Das, Sajal K.

New Book Imported to New Zealand
Delivery: 25 Nov - 03 Dec Shipping: 10 to 12 business days.
NZ$ 441.58
Import costs and 15% GST included in the price ✅
NZ$ 441.58

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Synopsis "Federated Learning: Foundations and Applications"

Federated Learning: Foundations and Applications provides a comprehensive guide to the foundations, architectures, systems, security, privacy, and applications of federated learning. Sections cover fundamental concepts, including machine learning, deep learning, centralized learning, and distributed learning processes. The book then progresses to coverage of the architectures, algorithms, and system models of Federated Learning, as well as security, privacy, and energy-efficiency techniques. Finally, the book presents various applications of Federated Learning through real-world case studies, illustrating both centralized and decentralized Federated Learning. Federated Learning has become an increasingly important machine learning technique because it introduces local data analysis within clients and requires exchange of only model parameters between clients and servers, hence the addition of this new release is ideal for those interested in the topics presented.

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