Learning The Game
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Deep Learning And The Game Of Go
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Author : Kevin Ferguson
language : en
Publisher: Simon and Schuster
Release Date : 2019-01-06
Deep Learning And The Game Of Go written by Kevin Ferguson and has been published by Simon and Schuster this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-01-06 with Computers categories.
Summary Deep Learning and the Game of Go teaches you how to apply the power of deep learning to complex reasoning tasks by building a Go-playing AI. After exposing you to the foundations of machine and deep learning, you'll use Python to build a bot and then teach it the rules of the game. Foreword by Thore Graepel, DeepMind Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the Technology The ancient strategy game of Go is an incredible case study for AI. In 2016, a deep learning-based system shocked the Go world by defeating a world champion. Shortly after that, the upgraded AlphaGo Zero crushed the original bot by using deep reinforcement learning to master the game. Now, you can learn those same deep learning techniques by building your own Go bot! About the Book Deep Learning and the Game of Go introduces deep learning by teaching you to build a Go-winning bot. As you progress, you'll apply increasingly complex training techniques and strategies using the Python deep learning library Keras. You'll enjoy watching your bot master the game of Go, and along the way, you'll discover how to apply your new deep learning skills to a wide range of other scenarios! What's inside Build and teach a self-improving game AI Enhance classical game AI systems with deep learning Implement neural networks for deep learning About the Reader All you need are basic Python skills and high school-level math. No deep learning experience required. About the Author Max Pumperla and Kevin Ferguson are experienced deep learning specialists skilled in distributed systems and data science. Together, Max and Kevin built the open source bot BetaGo. Table of Contents PART 1 - FOUNDATIONS Toward deep learning: a machine-learning introduction Go as a machine-learning problem Implementing your first Go bot PART 2 - MACHINE LEARNING AND GAME AI Playing games with tree search Getting started with neural networks Designing a neural network for Go data Learning from data: a deep-learning bot Deploying bots in the wild Learning by practice: reinforcement learning Reinforcement learning with policy gradients Reinforcement learning with value methods Reinforcement learning with actor-critic methods PART 3 - GREATER THAN THE SUM OF ITS PARTS AlphaGo: Bringing it all together AlphaGo Zero: Integrating tree search with reinforcement learning
Learning To Play The Game My Journey Through Silence
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Author : Jonathan Kohlmeier
language : en
Publisher: Lulu.com
Release Date : 2016-10-11
Learning To Play The Game My Journey Through Silence written by Jonathan Kohlmeier and has been published by Lulu.com this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-10-11 with Selective mutism categories.
Everyone has fears. A fear of the dark, a fear of heights, or even a fear of the unknown can make leading an otherwise normal life difficult. But what if you were afraid not of the dark or of heights-but of other people? What if you were overcome with paralyzing terror and even pushed to the brink of sickness each time you talked with another person-even though you wanted more than anything to be with and enjoy the company of that person? In Learning to Play the Game: My Journey through Silence, author Jonathan Kohlmeier shares a coming-of-age memoir of his young life living with selective mutism-an extreme form of social anxiety. At first as a child being so afraid that he could barely speak outside of the home, Jon's story of struggle turns triumph as he is eventually able to join the debate team in high school. From the start of his journey in kindergarten to his high school graduation, Jon chronicles his desire to be "normal"-whatever that means. 2018 Next Generation Indie Book Awards Finalist
Learning To Play
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Author : Aske Plaat
language : en
Publisher: Springer Nature
Release Date : 2020-12-23
Learning To Play written by Aske Plaat and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-12-23 with Computers categories.
In this textbook the author takes as inspiration recent breakthroughs in game playing to explain how and why deep reinforcement learning works. In particular he shows why two-person games of tactics and strategy fascinate scientists, programmers, and game enthusiasts and unite them in a common goal: to create artificial intelligence (AI). After an introduction to the core concepts, environment, and communities of intelligence and games, the book is organized into chapters on reinforcement learning, heuristic planning, adaptive sampling, function approximation, and self-play. The author takes a hands-on approach throughout, with Python code examples and exercises that help the reader understand how AI learns to play. He also supports the main text with detailed pointers to online machine learning frameworks, technical details for AlphaGo, notes on how to play and program Go and chess, and a comprehensive bibliography. The content is class-tested and suitable for advanced undergraduate and graduate courses on artificial intelligence and games. It's also appropriate for self-study by professionals engaged with applications of machine learning and with games development. Finally it's valuable for any reader engaged with the philosophical implications of artificial and general intelligence, games represent a modern Turing test of the power and limitations of AI.
How To Play Go A Beginners To Expert Guide To Learn The Game Of Go
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Author : Tim Ander
language : en
Publisher: CRB Publishing
Release Date : 2017-12-18
How To Play Go A Beginners To Expert Guide To Learn The Game Of Go written by Tim Ander and has been published by CRB Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-12-18 with Games & Activities categories.
Discover the Fascinating Eastern Game That’s Lasted for Millennia! What is Go? Go is a deceptively simple two-player game, played on square boards of various sizes. According to legend, the Chinese Emperor Yau invented this game to teach his son concentration, balance, and discipline. Over time, this game spread to Japan – and across the globe. For over four millennia, war leaders and sages have consulted this game to learn strategy, wisdom, and mental mastery. Inside How to Play Go, you’ll discover everything you need to know to play this ancient game. You’ll learn all the basics of capturing territory and pieces (including self-capture), handling dead stones, and mastering the endgame. This book explains the scoring system of Go – and how to grow from a beginner player to true mastery. How to Play Go explains advanced Go concepts like the Ko Rule, Eyes, and Dead/Live Groups. You’ll discover Atari, Handicaps, Komi, Cutting, and much more! Immerse yourself in a vast array of Go strategies: Territory Capturing The Ladder and the Net Good/Bad Shapes Ponnuki The Mouth Connections, Stretching, and Diagonals One-Point and Two-Point Jumps The Knight Move and the Large Knight Move With this information, you can master this mystical game and increase your mental power!
Learning The Game
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Author : Kevin Waltman
language : en
Publisher: Turtleback Books
Release Date : 2006-10-01
Learning The Game written by Kevin Waltman and has been published by Turtleback Books this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006-10-01 with Juvenile Fiction categories.
For use in schools and libraries only. When he and his high-school basketball teammates steal from a fraternity house in their small Indiana town, Nate contends with his guilt, his loyalty to his friends, and his desire to help his older brother who comes under suspicion for the crime.
The Theory Of Learning In Games
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Author : Drew Fudenberg
language : en
Publisher: MIT Press
Release Date : 1998
The Theory Of Learning In Games written by Drew Fudenberg and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 1998 with Business & Economics categories.
This work explains that equilibrium is the long-run outcome of a process in which non-fully rational players search for optimality over time. The models they e×plore provide a foundation for equilibrium theory and suggest ways for economists to evaluate and modify traditional equilibrium concepts.
New Traditional Games For Learning
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Author : Alex Moseley
language : en
Publisher: Routledge
Release Date : 2013-09-05
New Traditional Games For Learning written by Alex Moseley and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-09-05 with Education categories.
A growing interest in the use of games-based approaches for learning has been tempered in many sectors by budget or time constraints associated with the design and development of detailed digital simulations and other high-end approaches. However, a number of practitioners and small creative groups have used low-cost, traditional approaches to games in learning effectively – involving simple card, board or indoor/outdoor activity games. New Traditional Games for Learning brings together examples of this approach, which span continents (UK, western and eastern Europe, the US, and Australia), sectors (education, training, and business) and learner styles or ages (primary through to adult and work-based learning or training). Together, the chapters provide a wealth of evidence-based ideas for the teacher, tutor, or trainer interested in using games for learning, but turned off by visible high-end examples. An editors’ introduction pulls the collection together, identifying shared themes and drawing on the editors’ own research in the use of games for learning. The book concludes with a chapter by a professional board game designer, incorporating themes prevalent in the preceding chapters and reflecting on game design, development and marketing in the commercial sector, providing valuable practical advice for those who want to take their own creations further.
101 Classroom Games
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Author : Gareth Long
language : en
Publisher: Human Kinetics
Release Date : 2011
101 Classroom Games written by Gareth Long and has been published by Human Kinetics this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011 with Education categories.
101 Classroom Games: Energize Learning in Any Subject helps students improve their study skills, aids them in reviewing material, prepares them for assessments, and makes the learning experience enjoyable. Each game has stimulating content with variations and progressions as well as teaching points to keep the game fun, interesting, and effective.
Learning The Game
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Author : William Taeusch
language : en
Publisher: William Taeusch
Release Date : 2008-06-25
Learning The Game written by William Taeusch and has been published by William Taeusch this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-06-25 with Fiction categories.
Stories of love among grown-ups--amused, used, abused, lost, found, transformed.
Developing Game Sense Through Tactical Learning
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Author : Ray Breed
language : en
Publisher: Cambridge University Press
Release Date : 2011-04
Developing Game Sense Through Tactical Learning written by Ray Breed and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-04 with Juvenile Nonfiction categories.
Game sense emphasises the development of tactics and decision-making to develop an understanding of the game, rather than taking a traditional drill-first approach to teaching and coaching sport. Offers an Australian perspective on this instructional approach to sport teaching and coaching. Australian authors.