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Hands-On Neural Networks with TensorFlow 2.0

You're reading from   Hands-On Neural Networks with TensorFlow 2.0 Understand TensorFlow, from static graph to eager execution, and design neural networks

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Product type Paperback
Published in Sep 2019
Publisher Packt
ISBN-13 9781789615555
Length 358 pages
Edition 1st Edition
Languages
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Author (1):
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Paolo Galeone Paolo Galeone
Author Profile Icon Paolo Galeone
Paolo Galeone
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Table of Contents (15) Chapters Close

Preface 1. Section 1: Neural Network Fundamentals
2. What is Machine Learning? FREE CHAPTER 3. Neural Networks and Deep Learning 4. Section 2: TensorFlow Fundamentals
5. TensorFlow Graph Architecture 6. TensorFlow 2.0 Architecture 7. Efficient Data Input Pipelines and Estimator API 8. Section 3: The Application of Neural Networks
9. Image Classification Using TensorFlow Hub 10. Introduction to Object Detection 11. Semantic Segmentation and Custom Dataset Builder 12. Generative Adversarial Networks 13. Bringing a Model to Production 14. Other Books You May Enjoy

Section 3: The Application of Neural Networks

This section teaches you how to implement various neural network applications in a variety of domains and demonstrates how powerful neural networks are, especially when used with a good framework such as TensorFlow. At the end of this section, you will have theoretical, as well as practical, knowledge of different neural network architectures, and you will know how to implement them and how to put a model into production using the SavedModel format.

This section comprises the following chapters:

  • Chapter 6, Image Classification Using TensorFlow Hub
  • Chapter 7, Introduction to Object Detection
  • Chapter 8, Semantic Segmentation and Custom Dataset Builder
  • Chapter 9, Generative Adversarial Networks
  • Chapter 10, Bringing a Model to Production
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