Coverart for item
The Resource Generating a new reality : from autoencoders and adversarial networks to deepfakes, Micheal Lanham

Generating a new reality : from autoencoders and adversarial networks to deepfakes, Micheal Lanham

Label
Generating a new reality : from autoencoders and adversarial networks to deepfakes
Title
Generating a new reality
Title remainder
from autoencoders and adversarial networks to deepfakes
Statement of responsibility
Micheal Lanham
Creator
Author
Subject
Language
eng
Summary
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. You will: 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
Member of
Cataloging source
YDX
http://library.link/vocab/creatorName
Lanham, Micheal
Dewey number
005.1/1
Illustrations
illustrations
Index
index present
LC call number
QA76.624
LC item number
.L36 2021
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/subjectName
  • Generative programming (Computer science)
  • Computer graphics
  • Artificial intelligence
  • Artificial intelligence
  • Computer graphics
  • Generative programming (Computer science)
Label
Generating a new reality : from autoencoders and adversarial networks to deepfakes, Micheal Lanham
Instantiates
Publication
Copyright
Note
Includes index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Chapter 1: The Basics of Deep Learning -- Chapter 2: Unleashing Generative Modeling -- Chapter 3: Exploring the Latent Space -- Chapter 4: GANs, GANs, and More GANs -- Chapter 5: Image to Image Generation with GANs -- Chapter 6: Residual Network GANs -- Chapter 7: Attention Is All We Need -- Chapter 8: Advanced Generators -- Chapter 9: Deepfakes and Faceswapping -- Chapter 10: Cracking Deepfakes -- Appendix A: Running Google Colab Locally -- Appendix B: Opening a Notebook -- Appendix C: Connecting Google Drive and Saving
Control code
1260401348
Dimensions
unknown
Extent
1 online resource
Form of item
online
Isbn
9781484270929
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-1-4842-7092-9
Other physical details
illustrations
Specific material designation
remote
System control number
(OCoLC)1260401348
Label
Generating a new reality : from autoencoders and adversarial networks to deepfakes, Micheal Lanham
Publication
Copyright
Note
Includes index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Chapter 1: The Basics of Deep Learning -- Chapter 2: Unleashing Generative Modeling -- Chapter 3: Exploring the Latent Space -- Chapter 4: GANs, GANs, and More GANs -- Chapter 5: Image to Image Generation with GANs -- Chapter 6: Residual Network GANs -- Chapter 7: Attention Is All We Need -- Chapter 8: Advanced Generators -- Chapter 9: Deepfakes and Faceswapping -- Chapter 10: Cracking Deepfakes -- Appendix A: Running Google Colab Locally -- Appendix B: Opening a Notebook -- Appendix C: Connecting Google Drive and Saving
Control code
1260401348
Dimensions
unknown
Extent
1 online resource
Form of item
online
Isbn
9781484270929
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-1-4842-7092-9
Other physical details
illustrations
Specific material designation
remote
System control number
(OCoLC)1260401348

Library Locations

    • Ellis LibraryBorrow it
      1020 Lowry Street, Columbia, MO, 65201, US
      38.944491 -92.326012
    • Engineering Library & Technology CommonsBorrow it
      W2001 Lafferre Hall, Columbia, MO, 65211, US
      38.946102 -92.330125
Processing Feedback ...