{"product_id":"9789811970856","title":"Machine Learning: Foundations, Methodologies, and Applications: Fundamentals and Advances","description":"\u003ch1\u003eMachine Learning: Foundations, Methodologies, and Applications: Fundamentals and Advances\u003c\/h1\u003e \u003ch2\u003eJin, Yaochu; Zhu, Hangyu; Xu, Jinjin; Chen, Yang\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003eThis book introduces readers to the fundamentals of and recent advances in federated learning, focusing on reducing communication costs, improving computational efficiency, and enhancing the security level. Federated learning is a distributed machine learning paradigm which enables model training on a large body of decentralized data. Its goal is to make full use of data across organizations or devices while meeting regulatory, privacy, and security requirements. \u003c\/p\u003e\n\nThe book starts with a self-contained introduction to artificial neural networks, deep learning models, supervised learning algorithms, evolutionary algorithms, and evolutionary learning. Concise information is then presented on multi-party secure computation, differential privacy, and homomorphic encryption, followed by a detailed description of federated learning. In turn, the book addresses the latest advances in federate learning research, especially from the perspectives of communication efficiency, evolutionarylearning, and privacy preservation.\u003cp\u003e\u003c\/p\u003e\n\nThe book is particularly well suited for graduate students, academic researchers, and industrial practitioners in the field of machine learning and artificial intelligence. It can also be used as a self-learning resource for readers with a science or engineering background, or as a reference text for graduate courses.       \u003cp\u003e\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2023-12-01\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9789811970856\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-981-19-7083-2\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 218\u003c\/p\u003e ","brand":"Springer Nature Singapore","offers":[{"title":"Default Title","offer_id":44522989060236,"sku":"9789811970856","price":161.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9789811970856.jpg?v=1774535963","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9789811970856","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}