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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

Anomalous data

Anomalous data is the risk that your data is not evenly distributed or easily separable. Datasets from the real world are going to contain outliers and data that needs to be adjusted. In this recipe, we will discuss a basic technique used in data analysis to work with anomalous data and distribute the results while maintaining the data distribution.

Getting ready

Outliers are a huge issue with datasets where you want to have a clean distribution of data. In terms of the generative model, we are interested in ensuring that the model can find the right representation of the distribution and model it appropriately. This recipe is going to focus on the tools you will use in these instances to solve problems with...

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