Privacy by Design: AI and Zero-Knowledge Proofs. Training AI Models Without Exposing Sensitive Data on the Blockchain
M. Muñoz
M. Muñoz
Ebook
150
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About this ebook
The intersection of artificial intelligence and blockchain technology raises one of the most pressing questions of our era: how can we harness the power of machine learning without sacrificing the privacy of the individuals whose data fuels it. This book addresses that challenge head-on, offering a structured and accessible exploration of zero-knowledge proofs and how they enable AI systems to learn from sensitive information without ever revealing it. Readers will gain a solid understanding of the cryptographic foundations that make privacy-preserving computation possible, along with practical frameworks for applying these techniques in real-world deployments. The book examines federated learning architectures, secure multiparty computation, and on-chain verification mechanisms, showing how each piece fits into a coherent strategy for trustworthy AI. It is written for data scientists, blockchain developers, privacy engineers, and technology decision-makers who want to move beyond theoretical promises and implement concrete solutions. Each chapter builds on the last, guiding the reader from core mathematical concepts through to system design patterns that can be deployed today. The result is a resource that bridges two rapidly evolving fields, equipping professionals with the knowledge to build AI applications that are both powerful and respectful of privacy as a fundamental right.
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The intersection of artificial intelligence and blockchain technology raises one of the most pressing questions of our era: how can we harness the power of machine learning without sacrificing the privacy of the individuals whose data fuels it. This book addresses that challenge head-on, offering...
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