| Description |
1 online resource (357 p.) |
| Contents |
Intro -- 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 |
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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 |
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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 |
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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 |
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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 |
| Notes |
Description based upon print version of record |
| Form |
Electronic book
|
| Author |
Chen, Chelsea C
|
| ISBN |
9781000577365 |
|
1000577368 |
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