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Beschreibung
What exactly is ML? How is it related to AI? Why is deep learning (DL) so popular these days? This book explains how traditional rule-based AI and ML work.
What exactly is ML? How is it related to AI? Why is deep learning (DL) so popular these days? This book explains how traditional rule-based AI and ML work.
Über den Autor
Mark Liu is an associate professor of finance with tenure and the founding director of the Master of Science in Finance program at the University of Kentucky. He is the author of four books: Learn Generative AI with PyTorch (Manning Publications, 2024); AlphaGo Simplified (CRC Press, 2024); Machine Learning, Animated (CRC Press, 2023); and Make Python Talk (No Starch Press, 2021). His research interests include machine learning and corporate finance.
Inhaltsverzeichnis

List of Figures

Preface

Acknowledgments

Section I Rule-Based A.I.

Chapter 1 Rule-Based AI in the Coin Game

Chapter 2 Look-Ahead Search in Tic Tac Toe

Chapter 3 Planning Three Steps Ahead in Connect Four

Chapter 4 Recursion and MiniMax Tree Search

Chapter 5 Depth Pruning in MiniMax

Chapter 6 Alpha-Beta Pruning

Chapter 7 Position Evaluation in MiniMax

Chapter 8 Monte Carlo Tree Search

Section II Deep Learning

Chapter 9 Deep Learning in the Coin Game

Chapter 10 Policy Networks in Tic Tac Toe

Chapter 11 A Policy Network in Connect Four

Section III Reinforcement Learning

Chapter 12 Tabular Q-Learning in the Coin Game

Chapter 13 Self-Play Deep Reinforcement Learning

Chapter 14 Vectorization to Speed Up Deep Reinforcement Learning

Chapter 15 A Value Network in Connect Four

Section IV AlphaGo Algorithms

Chapter 16 Implement AlphaGo in the Coin Game

Chapter 17 AlphaGo in Tic Tac Toe and Connect Four

Chapter 18 Hyperparameter Tuning in AlphaGo

Chapter 19 The Actor-Critic Method and AlphaZero

Chapter 20 Iterative Self-Play and AlphaZero in Tic Tac Toe

Chapter 21 AlphaZero in Unsolved Games

Bibliography

Details
Erscheinungsjahr: 2024
Genre: Importe, Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Inhalt: Einband - flex.(Paperback)
ISBN-13: 9781032722122
ISBN-10: 1032722126
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Liu, Mark
Hersteller: Chapman and Hall/CRC
Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße: 254 x 178 x 22 mm
Von/Mit: Mark Liu
Erscheinungsdatum: 27.08.2024
Gewicht: 0,764 kg
Artikel-ID: 128733543