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Více informací o knize Federated Learning for Multimedia Data Processing and Security in Industry 5.0

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Anotace knihy

Industry 5.0 is the upcoming industrial revolution where people will be working together with smart machines and robots, thereby bringing human touch and intelligence back to the decision-making process. Challenges include the security and privacy of sensitive multimedia data and near zero latency for mission critical applications.

Federated learning is a machine learning technique that trains algorithms across multiple decentralized edge devices or servers by holding local data samples without exchanging them. This approach stands in contrast to traditional centralized machine learning techniques where all local datasets are uploaded to one server. This method enables multiple actors to build a common, robust machine learning model without sharing data, thus addressing critical issues such as data privacy, data security, data access rights and access to heterogeneous data.

The objective of this book is to show how federated learning can solve multimedia data processing and security challenges in Industry 5.0. The book introduces new research paradigms for the security and privacy preservation of multimedia data. It provides a detailed discussion on how federated learning can be used to handle big data, preserve privacy, reduce computational and communication costs; and shows how to integrate federated learning with other disruptive technologies including blockchain, digital twins and 5G and beyond.

Federated Learning for Multimedia Data Processing and Security in Industry 5.0 is an essential reference for advanced students, lecturers, and academic and industry researchers working in the fields of machine learning federated learning, computer and network security, data science, multimedia, computer vision and Industry 5.0 applications.

Parametry knihy

Zařazení knihy Knihy v němčině Sozialwissenschaften, Recht, Wirtschaft Politikwissenschaft Staatslehre und politische Verwaltung

• Plný název: Federated Learning for Multimedia Data Processing and Security in Industry 5.0
• Autor: Thippa Reddy Gadekallu
• Jazyk: Angličtina
• Vazba: Pevná
• Počet stran: 350
• EAN: 9781839537578
• ISBN: 1839537574
• ID: 46505056
• Nakladatelství: Institution of Engineering and Technology
• Hmotnost: 657 g
• Rozměry: 234 × 156 mm
• Datum vydání: 01. December 2024

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