Decentralized Collaborative Learning for Data Privacy and Security

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Decentralized Collaborative Learning for Data Privacy and Security | 68.91 MB

Title: Decentralized Collaborative Learning for Data Privacy and Security
Author: Bipin Kumar Rai, Rupa Rani, and Chin-Shiuh Shieh
Category: General Computing, Computer Science, Artificial Intelligence
Language: English | 552 Pages | ISBN: 9781394464715

Description:
Master the future of secure technology with this essential guide, which delivers a practical, forward-looking blueprint for combining AI, blockchain, and advanced cryptography to build powerful, decentralized systems without compromising data privacy.
As AI systems grow more powerful and data more valuable, the tension between collaborative intelligence and individual privacy has never been more urgent. This book confronts this challenge head-on, offering a comprehensive and forward-looking exploration of how federated learning, blockchain technology, and advanced cryptographic techniques can be combined to build AI systems that are powerful and trustworthy. From foundational concepts in distributed machine learning and data sovereignty to cutting-edge topics such as zero-knowledge proofs, homomorphic encryption, and quantum-resistant privacy solutions, this book is structured to serve both learners and practitioners. The book moves deliberately from theory to practice, establishing core principles before tackling complex architectures, consensus mechanisms, smart contract governance, and incentive models that make decentralized AI networks viable at scale. Real-world applications anchor the technical content throughout, with dedicated chapters examining privacy-preserving fraud detection in finance, blockchain-AI collaboration in healthcare, and intelligent infrastructure in smart cities and IoT ecosystems. Supported by case studies, architectural diagrams, and practical guidance on tools, it is an essential resource for anyone working at the intersection of AI, blockchain, and data privacy to shape the secure, decentralized intelligent systems of tomorrow.
Master the future of secure technology with this essential guide, which delivers a practical, forward-looking blueprint for combining AI, blockchain, and advanced cryptography to build powerful, decentralized systems without compromising data privacy.

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