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Intelligent Mobile Projects with TensorFlow

You're reading from Intelligent Mobile Projects with TensorFlow

Product type Book

Published in May 2018

Publisher Packt

ISBN-13 9781788834544

Pages 404 pages

Edition 1st Edition

Languages

Concepts

Machine Learning

Author (1):

Jeff Tang

Table of Contents (14) Chapters

Preface

1. Getting Started with Mobile TensorFlow

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

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Summary

In this chapter, we introduced the amazing world of AlphaZero, the latest and greatest achievement of DeepMind as of December 2017. We showed you how to train an AlphaZero-like model for Connect 4, using the powerful Keras API with the TensorFlow backend, and how to test and possibly improve such a model. Then we froze the model and covered in detail how to build iOS and Android apps to use the model and play Connect 4 with the model-powered AI. It's not the exact AlphaZero model that can beat human Chess or GO champions yet, but we hope this chapter provides you with a solid foundation and motivates you to continue your work in replicating what AlphaZero did first and further expanding it to other problem domains. It'll take a lot of hard work, but will be totally worth it.

If the latest AI progress, such as AlphaZero, excites you, chances are you'll also...

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Authors (1)

Jeff Tang

Jeff Tang fell in love with classical AI more than two decades ago. After his MS in CS, he worked on Machine Translation for 2 years and then, to survive the long AI winter, he worked on enterprise apps, voice apps, web apps, and mobile apps at startups, AOL, Baidu, and Qualcomm. He developed a top-selling iOS app with millions of downloads and was recognized by Google as a Top Android Market Developer. He reconnected with modern AI in 2015 and knew that AI will be his passion and commitment for the next two decades. One of his favorite topics is to make AI available anytime anywhere and hence the book.

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