Generative AI: Navigating the Course to the Artificial General Intelligence Future

Table of Contents....2 Title Page....11 Introduction....12 CHAPTER 1: AI in a Nutshell....15 What Is AI?....15 What Is Discriminative AI?....21 What Is Generative AI?....27 Note....34 CHAPTER 2: Innovative Approaches for High-Quality Data Generation....35 Why Generative Models?....35 From Birth to Maturity: Tracing the Development of Generative Models....38 GANs: The Era of Modern Generative AI Begins....56 From Pixels to Perfection: The Evolution of AI Image Generation....59 A Crucial Tech Disruption: Text Generation....70 Tech Triumphs in Text Generation....83 Notes....118 CHAPTER 3: Generative AI's Broad Spectrum of Applications....120 Foundational and Specialized AI Models, and the Question of Open Source vs. Closed Source....120 Application Fields....143 The Untapped Potential of Generative AI....200 Notes....207 CHAPTER 4: Generative AI's Exponential Growth....209 The Growth Pattern of New Technologies—The S-Curve....211 Technological Convergence....215 Exponential Progress in Computing....216 Exponential Growth in Data....247 Exponential Patterns in Research, Development, and Financial Allocations....254 Requirements for Growth....260 CHAPTER 5: Ethical Concerns and Social Implications of Generative AI....265 Intellectual Property and the Generative AI Platform....266 Bias and Fairness in AI-Generated Data....269 Misinformation and Misuse of Generative AI....273 Privacy, Safety, and Security....278 Generative AI's Impact on Jobs and Industry....280 The Dependency on AI....286 Environmental Concerns....290 AI Oversight and Self-Regulation....296 On a Positive Note....302 Notes....307 CHAPTER 6: Artificial General Intelligence in Sight....308 What Is Next in Generative AI?....309 Scaled Utilization of AI: Autonomous AI Agents....324 Embodiment of AGI: (Humanoid) Robots....359 The Human Potential Is Boundless; Optimism Helps....364 Acknowledgments....369 About the Author....371 Index....372 Copyright....424 Dedication....425 End User License Agreement....426