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Neural Network Programming with TensorFlow

You're reading from   Neural Network Programming with TensorFlow Unleash the power of TensorFlow to train efficient neural networks

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Product type Paperback
Published in Nov 2017
Publisher Packt
ISBN-13 9781788390392
Length 274 pages
Edition 1st Edition
Languages
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Authors (2):
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Manpreet Singh Ghotra Manpreet Singh Ghotra
Author Profile Icon Manpreet Singh Ghotra
Manpreet Singh Ghotra
Rajdeep Dua Rajdeep Dua
Author Profile Icon Rajdeep Dua
Rajdeep Dua
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Toc

Table of Contents (11) Chapters Close

Preface 1. Maths for Neural Networks 2. Deep Feedforward Networks FREE CHAPTER 3. Optimization for Neural Networks 4. Convolutional Neural Networks 5. Recurrent Neural Networks 6. Generative Models 7. Deep Belief Networking 8. Autoencoders 9. Research in Neural Networks 10. Getting started with TensorFlow

Generative Models

Generative models are the family of machine learning models that are used to describe how data is generated. To train a generative model we first accumulate a vast amount of data in any domain and later train a model to create or generate data like it.

In other words, these are the models that can learn to create data that is similar to data that we give them. One such approach is using Generative Adversarial Networks (GANs), which will be discussed as part of this chapter in detail.

The following topics will be covered in this chapter:

  • Introduction to generative models
  • GANs
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