This book guides readers through the history and development of AI, from its early mathematical beginnings through to the exciting possibilities of its potential future applications.
PART I: The Arrival of AI in the Human World. 1. Game-Playing. 2. Working Machines. 3. Intelligence. 4. The AI Singularity. PART II: The Artificial Intelligence Infrastructure. 5. Hardware. 6. Software. 7. Computer Communications. 8. Open Source Software. PART III: From Top to Bottom. 9. Top-Down Artificial Intelligence. 10. Bottom-Up Artificial Intelligence. 11. Machine Learning Modeling. 12. Markov Chain Monte Carlo Simulation. PART IV: Structure and Operation. 13. Artificial Neural Networks. 14. Pattern Recognition. 15. Parameterization. 16. Gradient Descent. 17. Backpropagation. 18. Convolutional Neural Networks. PART V: Progression. 19. The Cross-Entropy Cost Function. 20. Hyperparameterization. 21. Big Data. 22. Massively Parallel Processing. PART VI: Powers of Prediction. 23. Predictive Analytics. 24. Restricted Boltzmann Machine. 25. Latent Factors in Collaborative Filtering. 26. Support Vector Machines. 27. Reinforcement Learning. 28. AlphaGo and AlphaStar. 29. Game Theory. PART VII: Natural Language Processing. 30. Top-Down Speech Recognition. 31. Bottom-Up Speech Recognition. 32. Speech Synthesis. PART VIII: The Robotworld. 33. Robots at Work. 34. The Robot Millennial. 35. The Robot Future
Robert H. Chen is the author of three books in English on Personal Computers, Liquid Crystal Displays, and Einstein's Relativity, and four books in Chinese on LCDs & Intellectual Property, Patents, Anglo-American Contract Law, and Technology & Copyright Law, and many scholarly articles in physics and the law. He has a Ph.D. in Space Physics and a J.D. in law and is a member of the California Bar. He divides his time between California and Taiwan with his wife and daughter.
Chelsea C. Chen graduated in physics and computer science from U.C Berkeley and is a software development engineer at a major tech company in Silicon Valley. She presently lives in Northern California.