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Generative Adversarial Networks Cookbook

You're reading from   Generative Adversarial Networks Cookbook Over 100 recipes to build generative models using Python, TensorFlow, and Keras

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Product type Paperback
Published in Dec 2018
Publisher Packt
ISBN-13 9781789139907
Length 268 pages
Edition 1st Edition
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Author (1):
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Josh Kalin Josh Kalin
Author Profile Icon Josh Kalin
Josh Kalin
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Table of Contents (10) Chapters Close

Preface 1. What Is a Generative Adversarial Network? FREE CHAPTER 2. Data First, Easy Environment, and Data Prep 3. My First GAN in Under 100 Lines 4. Dreaming of New Outdoor Structures Using DCGAN 5. Pix2Pix Image-to-Image Translation 6. Style Transfering Your Image Using CycleGAN 7. Using Simulated Images To Create Photo-Realistic Eyeballs with SimGAN 8. From Image to 3D Models Using GANs 9. Other Books You May Enjoy

Balancing data

Balancing data and handling anomalous data are often thought of as the same process. In our case, data balancing involves understanding the techniques used to spread anomalous data without disrupting the underlying data distribution. In this recipe, we will discuss the core concepts in data balancing.

Getting ready

Generative modeling is attempting to build a model that represents the entire data distribution. In order to learn this underlying distribution, the data must represent that data in a verbose but compact form—that is, we want to ensure that each of the traits on features that we are attempting to learn, is represented in similar quantities the way in which they would be generated.

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