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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? 2. Data First, Easy Environment, and Data Prep FREE CHAPTER 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

Is data that important?

Data is the lifeblood of ML algorithms. Your models will only be as good as the data you provide to them. After all, you are what you eat. We have to focus on developing a good, clean dataset for learning. This begins with getting an environment set up and preparing the data to be ingested into an algorithm. We do have a fundamental advantage within this process because GANs can take considerably smaller sets of data than other techniques. This advantage comes with the explicit caveat that we will need to ensure that the data we're using encompasses the entire trade space of possibilities for our application.

Getting ready

One of the deep dark secrets they don't teach you about this field...

You have been reading a chapter from
Generative Adversarial Networks Cookbook
Published in: Dec 2018
Publisher: Packt
ISBN-13: 9781789139907
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