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Intelligent Mobile Projects with TensorFlow

You're reading from   Intelligent Mobile Projects with TensorFlow Build 10+ Artificial Intelligence apps using TensorFlow Mobile and Lite for iOS, Android, and Raspberry Pi

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Product type Paperback
Published in May 2018
Publisher Packt
ISBN-13 9781788834544
Length 404 pages
Edition 1st Edition
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Author (1):
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Jeff Tang Jeff Tang
Author Profile Icon Jeff Tang
Jeff Tang
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Table of Contents (14) Chapters Close

Preface 1. Getting Started with Mobile TensorFlow FREE CHAPTER 2. Classifying Images with Transfer Learning 3. Detecting Objects and Their Locations 4. Transforming Pictures with Amazing Art Styles 5. Understanding Simple Speech Commands 6. Describing Images in Natural Language 7. Recognizing Drawing with CNN and LSTM 8. Predicting Stock Price with RNN 9. Generating and Enhancing Images with GAN 10. Building an AlphaZero-like Mobile Game App 11. Using TensorFlow Lite and Core ML on Mobile 12. Developing TensorFlow Apps on Raspberry Pi 13. Other Books You May Enjoy

Training and testing an AlphaZero-like model for Connect 4

If you've never played Connect 4, you can play it for free at http://www.connectfour.org. It's a quick and fun game. Basically, two players take turns dropping different-colored discs into a grid of six rows by seven columns from the top of a column. The newly dropped disc either sits at the bottom of a column, if no discs have been dropped in that column, or on top of the last dropped disc in that column. Whoever first has four consecutive discs of their own color in any of the three possible directions (horizontally, vertically, diagonally) wins the game.

The AlphaZero model for Connect 4 was based on the https://github.com/jeffxtang/DeepReinforcementLearning repo, a fork of https://github.com/AppliedDataSciencePartners/DeepReinforcementLearning, with a nice blog on How to build your own AlphaZero AI using...

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