Umfang:
1 Online-Ressource (xii, 344 Seiten)
,
Illustrationen
Ausgabe:
First edition
ISBN:
9781003214892
Inhalt:
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
Weitere Ausg.:
ISBN 9781032101842
Weitere Ausg.:
ISBN 9781032103471
Weitere Ausg.:
Erscheint auch als Druck-Ausgabe Chen, Robert H., 1947 - Artificial intelligence Boca Raton : CRC Press, 2022 ISBN 9781032103471
Weitere Ausg.:
ISBN 9781032101842
Sprache:
Englisch
Schlagwort(e):
Open Source
;
Maschinelles Lernen
;
Mustererkennung
;
Big Data
;
Automatische Sprachanalyse
DOI:
10.1201/9781003214892
