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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

Summary

In this chapter, we started with a slight disdain for the impossible, trying to beat the market by using TensorFlow and Keras RNN APIs to predict stock prices. We first discussed what RNN and LSTM models are and how to use them to make stock price predictions. Then we built two RNN models from scratch with TensorFlow and Keras, reaching close to 60% of testing correctness. Finally, we covered how to freeze the models and use them on iOS and Android, fixing a possible runtime error on iOS with a custom TensorFlow library.

If you're a little bit disappointed that we haven't built a model with an 80% or 90% correct prediction ratio, you may want to continue the "try and iterate" process to see whether predicting stock prices with that correct ratio is possible at all. But the skills you have learned from RNN model building, training, and testing using...

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