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Viser: The Rise of AI Agents - Integrating AI, Blockchain Technologies, and Quantum Computing
The Rise of AI Agents
Integrating AI, Blockchain Technologies, and Quantum Computing
Petar Radanliev
(2024)
Sprog: Engelsk
Addison Wesley Professional
331,00 kr.
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Detaljer om varen
- Paperback: 336 sider
- Udgiver: Addison Wesley Professional (December 2024)
- ISBN: 9780135352946
UNLOCK THE FUTURE OF TECHNOLOGY WITH AI, BLOCKCHAIN, AND QUANTUM COMPUTING
Embark on a comprehensive journey that seamlessly intertwines the realms of Artificial Intelligence (AI), Blockchain, and Quantum Computing. This book goes beyond academic theory, offering readers a deep dive into the vast possibilities, inherent challenges, and profound implications of these groundbreaking technologies.
Blending rigorous research with practical insights from years of industry and academic experience in AI, Cybersecurity, and Quantum Computing, The Rise of AI Agents caters to professionals and technology enthusiasts alike. It demystifies complex concepts, providing a holistic perspective on these interconnected technologies and their potential to revolutionize industries.
Covering everything from the foundational aspects of AI, Blockchain, and Quantum Computing to their integration and future applications, this book delivers a forward-looking view rarely seen in existing literature. Real-world case studies; critical analyses of ethical, legal, and societal implications; and hands-on exercises enrich the reader's understanding, making complex theories accessible and actionable.
Whether you're a professional seeking deeper insights, a student exploring technological advancements, or an academic investigating the latest developments, this book covers the knowledge and tools you need to stay ahead in the rapidly evolving landscape of AI and beyond.
Preface..
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. xv
Part I Foundations of Advanced Technologies
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.1 1 Introduction to AI Agents, Blockchain, and Quantum Computing..
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. 3
Chapter Objectives..
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. 3 Fictional Story (
Part 1): The Story of Jovan..
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. 4 The Foundations of AI Agents.
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. 5 Technological Innovations That Shape the Development of AI Agents: AI/ML, Blockchain, and Quantum Computing.
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. 6 The Convergence..
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. 9 Summary.
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. 13 References.
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. 13 Test Your Skills.
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. 15 2 The Advance of Artificial Intelligence into AI Agents..
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. 19
Chapter Objectives..
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. 19 The Rise of Neural Networks and Deep Learning..
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. 21 Reinforcement Learning: Learning Through Interaction.
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. 24 Q-Learning: An Off-Policy RL Algorithm..
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. 28 Neural Turing Machines: Bridging AI and Memory..
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. 30 Future Directions.
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. 31 Summary.
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. 31 References.
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. 31 Test Your Skills.
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. 33 3 Digital Trust in AI Agents and Blockchain Technologies.
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. 37
Chapter Objectives..
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. 37 The Essence of Blockchain as a Distributed Ledger..
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. 39 Ethereum and the Evolution of Blockchain Ecosystems..
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. 40 Hyperledger: A Consortium for Enterprise Blockchain Solutions..
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. 41 Smart Oracles: Bridging the Gap Between Blockchain and the Real World.
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. 44 Automated Contracts: The Role of Machine Learning.
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. 49 Summary.
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. 51 References.
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. 51 Test Your Skills.
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. 53 Exercises..
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. 55 Exercise
3.1: Exploring Blockchain Technologies and AI Integration.
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. 55 Exercise
3.2: Researching Deeper into Blockchain Technologies and AI Integration..
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. 55 Exercise
3.3: Comparing Blockchain Technologies..
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. 55 Exercise
3.4: Assessing the Impact and Future of Blockchain and AI..
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. 56 4 Quantum Computing and AI Agents.
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. 57
Chapter Objectives..
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. 57 Quantum Mechanics in Computing..
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. 59 Qubits and Their Role in Quantum Computing.
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. 60 Quantum Entanglement and Parallelism..
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. 62 Quantum Supremacy: The Race and the Reality.
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. 63 Quantum Algorithms: Shor''s Algorithm, Grover''s Algorithm..
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. 64 Implications for the Future..
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. 70 Challenges and Future Directions.
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. 71 Summary.
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. 75 References.
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. 76 Test Your Skills.
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. 77 Exercises..
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. 78 Exercise
4.1: Understanding the Fundamentals of Quantum Computing.
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. 78 Exercise
4.2: Probing Quantum Computing Concepts..
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. 79 Exercise
4.3: Comparing Concepts in Quantum Computing.
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. 80 Exercise
4.4: Assessing the Impact and Applications of Quantum Computing..
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. 81
Part II Convergence for Enhanced Applications.
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. 83 5 Decentralized AI Agents..
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. 85
Chapter Objectives..
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. 85 Artificial Intelligence and Blockchain Technology.
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. 87 The Next 10 Years: Accelerated Integration and Expansion (Present-2034)..
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. 92 The Next 20 Years: Transformation and Societal Impact (2034-2054).
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. 93 The Next 50 Years: A New Era of Digital Civilization (2054-2104).
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. 95 Summary.
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. 98 References.
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. 99 Test Your Skills.
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. 101 Exercises..
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. 103 Exercise
5.1: Exploring AI-Blockchain Merging and Its Future Prospects..
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. 103 Exercise
5.2: Assessing the Impact and Future of AI-Blockchain Integration..
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. 104 Exercise
5.3: Exploring Innovations and Challenges in AI-Blockchain Synergy.
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. 106 Exercise
5.4: Assessing the Potential and Risks of AI-Blockchain Evolution.
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. 108 6 Quantum AI Agents..
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. 111
Chapter Objectives..
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. 111 Quantum Machine Learning Algorithms: Quantum Neural Networks..
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. 113 The Quantum Difference: Superposition and Entanglement..
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. 115 Architectures of Quantum Neural Networks.
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. 116 Opportunities and Challenges in Quantum AI Data Analysis..
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. 120 Quantum AI in Optimization Problems.
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. 121 Challenges in Quantum Data Analysis..
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. 124 Quantum Machine Learning Algorithms.
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. 127 Quantum-Enhanced Deep Learning.
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. 130 Quantum Learning Theories..
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. 132 Quantum Data Encoding.
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. 133 Hybrid Quantum-Classical Algorithms..
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. 134 Advances in Quantum Error Correction..
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. 135 Post-Quantum Cryptography..
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. 136 Quantum Advantage in Real-World Applications..
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. 137 Summary.
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. 138 References.
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. 139 Test Your Skills.
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. 140 Exercises..
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. 142 Exercise
6.1: Understanding Quantum Neural Networks and Their Applications.
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. 142 Exercise
6.2: The Impact of Quantum Computing on AI..
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. 142 Exercise
6.3: Examining Quantum Advancements in Various Sectors.
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. 142 7 Blockchain, Quantum Computing, and AI Agents..
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. 143
Chapter Objectives..
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. 143 AI Agent Frameworks..
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. 145 The Integration of Blockchain, Quantum Computing, and AI Agents.
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. 148 Integrating AI Agents with Post-Quantum Cryptography: Lattice-Based and Hash-Based Algorithms..
. 150 Post-Quantum Cryptography: Lattice-Based and Hash-Based Algorithms.
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. 152 Hash-Based Cryptography: Quantum-Resilient by Design..
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. 157 Quantum Cryptography: BB84 and E91..
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. 163 Quantum Attacks and Security Proofs.
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. 163 Integrating the Principles of Quantum Mechanics and Quantum Cryptography into Blockchain Technologies. 168 Summary.
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. 171 References.
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. 172 Test Your Skills.
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. 173 Exercises..
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. 175 Exercise
7.1: Understanding Quantum-Resilient Cryptography..
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. 175 Exercise
7.2: Practical Application and Implications..
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. 175
Part III Implications for Society and Ethics.
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. 177 8 Ethics of AI Agents..
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. 179
Chapter Objectives..
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. 179 Understanding the Ethical Considerations in AI..
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. 180 Algorithms for Fairness in AI.
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. 182 Specific Algorithms Designed for Fairness..
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. 183 Privacy Concerns in Quantum Computing and Bias Reduction Techniques.
. 190 Evaluating Ethical Frameworks for Quantum Technologies..
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. 193 Recognizing the Broader Ethical Implications of AI and Quantum Technologies.
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.193 Reflecting on the Role of Policy and Regulation in AI and Quantum Computing..
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. 195 Anticipating Future Ethical Challenges in AI and Quantum Computing.
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. 196 Summary.
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. 197 References.
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. 198 Test Your Skills.
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. xv
Part I Foundations of Advanced Technologies
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.1 1 Introduction to AI Agents, Blockchain, and Quantum Computing..
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Chapter Objectives..
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. 3 Fictional Story (
Part 1): The Story of Jovan..
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. 4 The Foundations of AI Agents.
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. 5 Technological Innovations That Shape the Development of AI Agents: AI/ML, Blockchain, and Quantum Computing.
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. 6 The Convergence..
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. 9 Summary.
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. 13 References.
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. 13 Test Your Skills.
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. 15 2 The Advance of Artificial Intelligence into AI Agents..
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. 19
Chapter Objectives..
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. 19 The Rise of Neural Networks and Deep Learning..
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. 21 Reinforcement Learning: Learning Through Interaction.
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. 24 Q-Learning: An Off-Policy RL Algorithm..
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. 28 Neural Turing Machines: Bridging AI and Memory..
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. 30 Future Directions.
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. 31 Summary.
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. 31 References.
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. 31 Test Your Skills.
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. 33 3 Digital Trust in AI Agents and Blockchain Technologies.
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. 37
Chapter Objectives..
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. 37 The Essence of Blockchain as a Distributed Ledger..
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. 39 Ethereum and the Evolution of Blockchain Ecosystems..
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. 40 Hyperledger: A Consortium for Enterprise Blockchain Solutions..
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. 41 Smart Oracles: Bridging the Gap Between Blockchain and the Real World.
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. 44 Automated Contracts: The Role of Machine Learning.
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. 49 Summary.
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. 51 References.
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. 51 Test Your Skills.
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. 53 Exercises..
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. 55 Exercise
3.1: Exploring Blockchain Technologies and AI Integration.
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. 55 Exercise
3.2: Researching Deeper into Blockchain Technologies and AI Integration..
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. 55 Exercise
3.3: Comparing Blockchain Technologies..
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. 55 Exercise
3.4: Assessing the Impact and Future of Blockchain and AI..
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. 56 4 Quantum Computing and AI Agents.
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. 57
Chapter Objectives..
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. 57 Quantum Mechanics in Computing..
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. 59 Qubits and Their Role in Quantum Computing.
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. 60 Quantum Entanglement and Parallelism..
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. 62 Quantum Supremacy: The Race and the Reality.
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. 63 Quantum Algorithms: Shor''s Algorithm, Grover''s Algorithm..
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. 64 Implications for the Future..
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. 70 Challenges and Future Directions.
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. 71 Summary.
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. 75 References.
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. 76 Test Your Skills.
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. 77 Exercises..
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. 78 Exercise
4.1: Understanding the Fundamentals of Quantum Computing.
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. 78 Exercise
4.2: Probing Quantum Computing Concepts..
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. 79 Exercise
4.3: Comparing Concepts in Quantum Computing.
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. 80 Exercise
4.4: Assessing the Impact and Applications of Quantum Computing..
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. 81
Part II Convergence for Enhanced Applications.
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. 83 5 Decentralized AI Agents..
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. 85
Chapter Objectives..
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. 85 Artificial Intelligence and Blockchain Technology.
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. 87 The Next 10 Years: Accelerated Integration and Expansion (Present-2034)..
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. 92 The Next 20 Years: Transformation and Societal Impact (2034-2054).
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. 93 The Next 50 Years: A New Era of Digital Civilization (2054-2104).
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. 95 Summary.
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. 98 References.
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. 99 Test Your Skills.
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. 101 Exercises..
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. 103 Exercise
5.1: Exploring AI-Blockchain Merging and Its Future Prospects..
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5.2: Assessing the Impact and Future of AI-Blockchain Integration..
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. 104 Exercise
5.3: Exploring Innovations and Challenges in AI-Blockchain Synergy.
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. 106 Exercise
5.4: Assessing the Potential and Risks of AI-Blockchain Evolution.
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. 108 6 Quantum AI Agents..
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. 111
Chapter Objectives..
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. 111 Quantum Machine Learning Algorithms: Quantum Neural Networks..
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. 113 The Quantum Difference: Superposition and Entanglement..
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. 115 Architectures of Quantum Neural Networks.
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. 116 Opportunities and Challenges in Quantum AI Data Analysis..
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. 120 Quantum AI in Optimization Problems.
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. 121 Challenges in Quantum Data Analysis..
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. 124 Quantum Machine Learning Algorithms.
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. 127 Quantum-Enhanced Deep Learning.
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. 130 Quantum Learning Theories..
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. 132 Quantum Data Encoding.
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. 133 Hybrid Quantum-Classical Algorithms..
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. 134 Advances in Quantum Error Correction..
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. 135 Post-Quantum Cryptography..
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. 136 Quantum Advantage in Real-World Applications..
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. 137 Summary.
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. 138 References.
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. 139 Test Your Skills.
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. 140 Exercises..
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. 142 Exercise
6.1: Understanding Quantum Neural Networks and Their Applications.
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. 142 Exercise
6.2: The Impact of Quantum Computing on AI..
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. 142 Exercise
6.3: Examining Quantum Advancements in Various Sectors.
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. 142 7 Blockchain, Quantum Computing, and AI Agents..
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. 143
Chapter Objectives..
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. 143 AI Agent Frameworks..
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. 145 The Integration of Blockchain, Quantum Computing, and AI Agents.
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. 148 Integrating AI Agents with Post-Quantum Cryptography: Lattice-Based and Hash-Based Algorithms..
. 150 Post-Quantum Cryptography: Lattice-Based and Hash-Based Algorithms.
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. 152 Hash-Based Cryptography: Quantum-Resilient by Design..
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. 157 Quantum Cryptography: BB84 and E91..
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. 163 Quantum Attacks and Security Proofs.
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. 163 Integrating the Principles of Quantum Mechanics and Quantum Cryptography into Blockchain Technologies. 168 Summary.
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. 171 References.
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. 172 Test Your Skills.
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. 173 Exercises..
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. 175 Exercise
7.1: Understanding Quantum-Resilient Cryptography..
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. 175 Exercise
7.2: Practical Application and Implications..
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. 175
Part III Implications for Society and Ethics.
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. 177 8 Ethics of AI Agents..
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. 179
Chapter Objectives..
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. 179 Understanding the Ethical Considerations in AI..
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. 180 Algorithms for Fairness in AI.
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. 182 Specific Algorithms Designed for Fairness..
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. 183 Privacy Concerns in Quantum Computing and Bias Reduction Techniques.
. 190 Evaluating Ethical Frameworks for Quantum Technologies..
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. 193 Recognizing the Broader Ethical Implications of AI and Quantum Technologies.
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.193 Reflecting on the Role of Policy and Regulation in AI and Quantum Computing..
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. 195 Anticipating Future Ethical Challenges in AI and Quantum Computing.
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. 196 Summary.
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. 197 References.
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. 198 Test Your Skills.
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