Foundations of Federated Learning

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Springer Nature link.springer.com Najboljša cena Na zalogi	Na zalogi	Brezplačno	80,24 €	Pojdi → V trgovino →

This book provides a rigorous yet accessible introduction to federated learning as a privacy-aware, decentralized, and trustworthy approach to artificial intelligence. As data becomes increasingly distributed across devices, organizations, institutions, and jurisdictions, conventional centralized machine learning faces growing challenges related to privacy, regulation, communication costs, data ownership, and trust. The book explains the mathematical foundations, optimization methods, system architectures, and key algorithms that enable collaborative model training without centralizing sensitive data. It also examines heterogeneous data, scalability, fault tolerance, privacy and security mechanisms, governance, fairness, accountability, and regulatory compliance. Suitable for students, researchers, educators, and practitioners, it offers a unified framework for designing responsible, secure, and privacy-preserving AI systems worldwide.

Comparano primerja cene izdelka Foundations of Federated Learning v 1 spletni trgovini. Najboljša cena je danes 80,24 €. Cene se posodabljajo večkrat dnevno; končna cena se potrdi v trgovini.

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