โ Scribed by Robert H. Chen, Chelsea C. Chen
No coin nor oath required. For personal study only.
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.
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
๐ SIMILAR VOLUMES
<p><span>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.</span></p>
<p>Learn to make games that are more fun and engaging! Building on fundamental principles of Artificial Intelligence, Funge explains how to create Non-Player Characters (NPCs) with progressively more sophisticated capabilities. Starting with the basic capability of acting in the game world, the book
An authoritative and accessible one-stop resource, An Introduction to Artificial Intelligence presents the first full examination of AI. Designed to provide an understanding of the foundations of artificial intelligence, it examines the central computational techniques employed by AI, including know