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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 first gave a quick overview of different deep-learning-based object detection methods. Then we covered in detail how to use the TensorFlow Object Detection API to make off-the-shelf inference with pre-trained models and how to retrain pre-trained TensorFlow Object Detection models in Python. We also provided detailed tutorials on how to manually build the TensorFlow iOS library, create a new iOS app using the library, and how to use the pre-existing and retrained SSD MobileNet and Faster RCNN models in iOS. Finally, we showed what it takes to use another powerful object detection model, YOLO2, in your iOS app.

In the next chapter, our third computer-vision-related task, we’ll take a closer look at how to train and build a fun deep learning model in Python and TensorFlow, and how to use it in your iOS and Android apps to add amazing art styles...

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