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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
Author (1):
Jeff Tang Jeff Tang
Profile icon Jeff Tang
Toc

Table of Contents (14) Chapters close

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

Summary

In this chapter, we first gave a quick overview of speech recognition and how modern ASR systems were built using end-to-end deep learning methods. Then we covered how to train a TensorFlow model to recognize simple speech commands, and presented step-by-step tutorials on how to use the model in an Android app, as well as in both Objective-C- and Swift-based iOS apps. We also discussed how to fix a common model-loading error in iOS by finding out the missing TensorFlow op or kernel file, adding it, and rebuilding the TensorFlow iOS library.

ASR is for converting speech to text. In the next chapter, we'll explore another model that has text as the output, and the text there will be full, natural-language sentences instead of the simple commands in this chapter. We'll cover how to build a model to convert an image, our old friend, to text, and how to use the model...

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