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Deep Learning with TensorFlow

You're reading from   Deep Learning with TensorFlow Explore neural networks with Python

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Product type Paperback
Published in Apr 2017
Publisher Packt
ISBN-13 9781786469786
Length 320 pages
Edition 1st Edition
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Authors (4):
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Md. Rezaul Karim Md. Rezaul Karim
Author Profile Icon Md. Rezaul Karim
Md. Rezaul Karim
Ahmed Menshawy Ahmed Menshawy
Author Profile Icon Ahmed Menshawy
Ahmed Menshawy
Giancarlo Zaccone Giancarlo Zaccone
Author Profile Icon Giancarlo Zaccone
Giancarlo Zaccone
Fabrizio Milo Fabrizio Milo
Author Profile Icon Fabrizio Milo
Fabrizio Milo
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Toc

Table of Contents (11) Chapters Close

Preface 1. Getting Started with Deep Learning FREE CHAPTER 2. First Look at TensorFlow 3. Using TensorFlow on a Feed-Forward Neural Network 4. TensorFlow on a Convolutional Neural Network 5. Optimizing TensorFlow Autoencoders 6. Recurrent Neural Networks 7. GPU Computing 8. Advanced TensorFlow Programming 9. Advanced Multimedia Programming with TensorFlow 10. Reinforcement Learning

Advanced TensorFlow Programming

Development of deep learning networks, especially when testing new models, may require rapid prototyping. For this reason, there have been developed several TensorFlow-based libraries, abstracting many programming concepts and providing higher-level building blocks.

In this chapter, we'll give an overview of the libraries such as, Keras, Pretty Tensor, and TFLearn.

For each library, we'll describe its main characteristics, with an application example.

The chapter is organized as follows:

  • Introducing Keras
  • Building deep learning models
  • Sentiment classification of movie reviews
  • Adding a convolutional layer
  • Pretty Tensor
  • Digit classifier
  • TFLearn
  • Titanic survival predictor
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