55% off any Apress title—your Summer Sale giveaway!

cover

Generating a New Reality

From Autoencoders and Adversarial Networks to Deepfakes

Authors: Micheal Lanham, Micheal

  • Explores variations of content generation AI, not just GANs
  • Uses free online resources (such as Google Collaboratory) that allow users to train AI with GPUs on the cloud
  • Is developer-focused, with lots of hands-on exercises (readers are encouraged to open the examples and run them while reading through the book)
see more benefits

Buy this book

eBook 36,99 €
price for Spain (gross)
  • The eBook version of this title will be available soon
  • Due: August 22, 2021
  • ISBN 978-1-4842-7092-9
  • Digitally watermarked, DRM-free
  • Included format:
  • ebooks can be used on all reading devices
Softcover 46,79 €
price for Spain (gross)
  • Due: July 25, 2021
  • ISBN 978-1-4842-7091-2
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
  • The final prices may differ from the prices shown due to specifics of VAT rules
About this book

The emergence of artificial intelligence (AI) has brought us to the precipice of a new age where we struggle to understand what is real, from advanced CGI in movies to even faking the news. AI that was developed to understand our reality is now being used to create its own reality. 
In this book we look at the many AI techniques capable of generating new realities. We start with the basics of deep learning. Then we move on to autoencoders and generative adversarial networks (GANs). We explore variations of GAN to generate content. The book ends with an in-depth look at the most popular generator projects.
By the end of this book you will understand the AI techniques used to generate different forms of content. You will be able to use these techniques for your own amusement or professional career to both impress and educate others around you and give you the ability to transform your own reality into something new.

What You Will Learn

  • Know the fundamentals of content generation from autoencoders to generative adversarial networks (GANs)
  • Explore variations of GAN
  • Understand the basics of other forms of content generation
  • Use advanced projects such as Faceswap, deepfakes, DeOldify, and StyleGAN2


Who This Book Is For
Machine learning developers and AI enthusiasts who want to understand AI content generation techniques

About the authors

Micheal Lanham is a proven software and tech innovator with more than 20 years of experience. During that time, he has developed a broad range of software applications in areas including games, graphics, web, desktop, engineering, artificial intelligence (AI), GIS, and machine learning (ML) applications for a variety of industries as an R&D developer. At the turn of the millennium, Micheal began working with neural networks and evolutionary algorithms in game development. He is an avid educator, has written more than eight books covering game development, extended reality, and AI, and teaches at meetups and other events. Micheal also likes to cook for his large family in his hometown of Calgary, Canada.

Buy this book

eBook 36,99 €
price for Spain (gross)
  • The eBook version of this title will be available soon
  • Due: August 22, 2021
  • ISBN 978-1-4842-7092-9
  • Digitally watermarked, DRM-free
  • Included format:
  • ebooks can be used on all reading devices
Softcover 46,79 €
price for Spain (gross)
  • Due: July 25, 2021
  • ISBN 978-1-4842-7091-2
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
  • The final prices may differ from the prices shown due to specifics of VAT rules
Loading...

Bibliographic Information

Bibliographic Information
Book Title
Generating a New Reality
Book Subtitle
From Autoencoders and Adversarial Networks to Deepfakes
Authors
Copyright
2021
Publisher
Apress
Copyright Holder
Micheal Lanham
eBook ISBN
978-1-4842-7092-9
DOI
10.1007/978-1-4842-7092-9
Softcover ISBN
978-1-4842-7091-2
Edition Number
1
Number of Pages
XVII, 321
Number of Illustrations
120 b/w illustrations
Topics