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Exploring Deepfakes

You're reading from   Exploring Deepfakes Deploy powerful AI techniques for face replacement and more with this comprehensive guide

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Product type Paperback
Published in Mar 2023
Publisher Packt
ISBN-13 9781801810692
Length 192 pages
Edition 1st Edition
Languages
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Authors (2):
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Matt Tora Matt Tora
Author Profile Icon Matt Tora
Matt Tora
Bryan Lyon Bryan Lyon
Author Profile Icon Bryan Lyon
Bryan Lyon
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Table of Contents (15) Chapters Close

Preface 1. Part 1: Understanding Deepfakes
2. Chapter 1: Surveying Deepfakes FREE CHAPTER 3. Chapter 2: Examining Deepfake Ethics and Dangers 4. Chapter 3: Acquiring and Processing Data 5. Chapter 4: The Deepfake Workflow 6. Part 2: Getting Hands-On with the Deepfake Process
7. Chapter 5: Extracting Faces 8. Chapter 6: Training a Deepfake Model 9. Chapter 7: Swapping the Face Back into the Video 10. Part 3: Where to Now?
11. Chapter 8: Applying the Lessons of Deepfakes 12. Chapter 9: The Future of Generative AI 13. Index 14. Other Books You May Enjoy

What this book covers

Chapter 1, Surveying Deepfakes, provides a look into the past and present of deepfakes with a description of how they work and are used.

Chapter 2, Examining Deepfake Ethics and Dangers, provides a look at the sordid history of deepfakes and guidelines on creating ethical deepfakes.

Chapter 3, Mastering Data, teaches you how to get the most from your data, whether you make it yourself or have to find it.

Chapter 4, The Deepfake Workflow, provides a step-by-step walk-through of using Faceswap from the installation to the final output.

Chapter 5, Extracting Faces, is where we begin our hands-on dive into the code of a deepfake by learning how we detect, align, and mask faces for deepfakes.

Chapter 6, Training a Deepfake Model, is where we continue exploring the code as we train a model from scratch, including defining the layers of the model, feeding it images, and updating the model weights.

Chapter 7, Swapping the Face Back into the Video, is where we complete the code analysis with conversion, the process that puts the swapped face back into the original video.

Chapter 8, Applying the Lessons of Deepfakes, teaches you the process of solving hypothetical problems using deepfake techniques.

Chapter 9, The Future of Generative AI, examines where generative AI will move in the future and what limitations they need to overcome.

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