Name: Federated Learning: Foundations and Applications (en Inglés)
SKU: 66883671
Price: 207.10 USD
Availability: InStock
Author: Buyya, Rajkumar; Mukherjee, Anwesha; Das, Sajal K.

portada Federated Learning: Foundations and Applications (en Inglés)

Federated Learning: Foundations and Applications (en Inglés)

Formato

Libro Físico

Editorial

Morgan Kaufmann Publishers

Autor

Buyya, Rajkumar; Mukherjee, Anwesha; Das, Sajal K.

Idioma

Inglés

N° páginas

250

Encuadernación

Tapa Blanda

ISBN13

9780443444333

Federated Learning: Foundations and Applications (en Inglés)

Buyya, Rajkumar; Mukherjee, Anwesha; Das, Sajal K. (Autor) · Morgan Kaufmann Publishers · Tapa Blanda

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Reseña del libro "Federated Learning: Foundations and Applications (en Inglés)"

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.