Artificial Intelligence: An Introduction for the Inquisitive Reader

Cover
Half Title
Title Page
Copyright Page
Contents
Preface
I: The Arrival of AI in the Human World
Chapter 1. Game-Playing Machines
	The IBM 701
	Game-Playing Machines
	IBM Deep Blue
	Google AlphaGo
	IBM Project Debater
	Toronto/DeepMind Video Gamer
	IBM WatsonQA
	Carnegie-Mellon Texas Hold'em Player Libratus
Chapter 2. Working Machines
	IBM Physician's Assistant
	NYU Cancer Diagnostic
	Coronavirus Attackers
	Self-Driving Cars
	Assembly Line Quality Control
	Computer Programmers
	Digital Assistants
	Exoplanet Astronomer
Chapter 3. Intelligence
Chapter 4. The AI Singularity
II: The Artificial Intelligence Infrastructure
Chapter 5. Hardware
	The Computer
Chapter 6. Software
Chapter 7. Computer Communications
Chapter 8. Open Source Software
III: From Top to Bottom
Chapter 9. Top-Down Artificial Intelligence
	Japan's Fifth Generation
	Logicism Versus Intuitionism
Chapter 10. Bottom-Up Artificial Intelligence
	Autonomous Vehicles
Chapter 11. Machine Learning Modeling
Chapter 12. Markov Chain Monte Carlo Simulation
	Monte Carlo and the Atomic Bomb
IV: Structure and Operation
Chapter 13. Artificial Neural Networks
Chapter 14. Pattern Recognition
Chapter 15. Parameterization
Chapter 16. Gradient Descent
Chapter 17. Backpropagation
Chapter 18. Convolutional Neural Networks
V: Progression
Chapter 19. The Cross-Entropy Cost Function
Chapter 20. Hyperparameterization
Chapter 21. Big Data
Chapter 22. Massively Parallel Processing
	Quantum Computing Artificial Neural Networks
VI: Powers of Prediction
Chapter 23. Predictive Analytics
Chapter 24. Restricted Boltzmann Machine
Chapter 25. Latent Factors in Collaborative Filtering
	Exomoon Discovery
Chapter 26. Support Vector Machines
	Computational Chemistry
Chapter 27. Reinforcement Learning
Chapter 28. Alphago and Alphastar
	Video Gamer
Chapter 29. Game Theory
	Imperfect Information
Part VII: Natural Language Processing
Chapter 30. Top-Down Speech Recognition
Chapter 31. Bottom Up Speech Recognition
	Coronavirus Vaccine
Chapter 32. Speech Synthesis
VIII: The Robotworld
Chapter 33. Robots at Work
	Penetrating the Fog of War
	Industrial Robots
	Semiconductor Chip Manufacturing
	Robot Farm Workers
	The Robot Healthcare Provider
	The Robot Coder
Chapter 34. The Robot Millennial
	The Robot Computer Scientist
	The Robot Scientist
Chapter 35. The Robot Future
	Robots at War
	The Robot Einstein
Afterword
About the Authors
Appendix: The Euler-Lagrange Equation
Bibliography
Index