Deep Learning and the Game of Go - PDF & ePUB Download

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Download Deep Learning and the Game of Go ebook
ePUB

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Description of Deep Learning and the Game of Go ebook

Download Deep Learning and the Game of Go, pdf, epub free. 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.

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

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Content

1. Foundations
Chapter 1. Toward deep learning: a machine-learning introduction
Chapter 2. Go as a machine-learning problem
Chapter 3. Implementing your first Go bot

2. Machine learning and game AI
Chapter 4. Playing games with tree search
Chapter 5. Getting started with neural networks
Chapter 6. Designing a neural network for Go data
Chapter 7. Learning from dаta: a deep-learning bot
Chapter 8. Deploying bots in the wild
Chapter 9. Learning by practice: reinforcement learning
Chapter 10. Reinforcement learning with policy gradients
Chapter 11. Reinforcement learning with value methods
Chapter 12. Reinforcement learning with actor-critic methods

3. Greater than the sum of its parts
Chapter 13. AlphaGo: Bringing it all together
Chapter 14. AlphaGo Zero: Integrating tree search with reinforcement learning

Download pdf, epub, Deep Learning and the Game of Go

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