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Exploring Deepfakes
Exploring Deepfakes

Exploring Deepfakes: Deploy powerful AI techniques for face replacement and more with this comprehensive guide

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Key benefits

  • Understand what deepfakes are, their history, and how to use the technology ethically
  • Get well-versed with the workflow and processes involved to create your own deepfakes
  • Learn how to apply the lessons and techniques of deepfakes to your own problems

Description

Applying Deepfakes will allow you to tackle a wide range of scenarios creatively. Learning from experienced authors will help you to intuitively understand what is going on inside the model. You’ll learn what deepfakes are and what makes them different from other machine learning techniques, and understand the entire process from beginning to end, from finding faces to preparing them, training the model, and performing the final swap. We’ll discuss various uses for face replacement before we begin building our own pipeline. Spending some extra time thinking about how you collect your input data can make a huge difference to the quality of the final video. We look at the importance of this data and guide you with simple concepts to understand what your data needs to really be successful. No discussion of deepfakes can avoid discussing the controversial, unethical uses for which the technology initially became known. We’ll go over some potential issues, and talk about the value that deepfakes can bring to a variety of educational and artistic use cases, from video game avatars to filmmaking. By the end of the book, you’ll understand what deepfakes are, how they work at a fundamental level, and how to apply those techniques to your own needs.

Who is this book for?

This book is for AI developers, data scientists, and anyone looking to learn more about deepfakes or techniques and technologies from Deepfakes to help them generate new image data. Working knowledge of Python programming language and basic familiarity with OpenCV, Pillow, Pytorch, or Tensorflow is recommended to get the most out of the book.

What you will learn

  • Gain a clear understanding of deepfakes and their creation
  • Understand the risks of deepfakes and how to mitigate them
  • Collect efficient data to create successful deepfakes
  • Get familiar with the deepfakes workflow and its steps
  • Explore the application of deepfakes methods to your own generative needs
  • Improve results by augmenting data and avoiding overtraining
  • Examine the future of deepfakes and other generative AIs
  • Use generative AIs to increase video content resolution

Product Details

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Publication date, Length, Edition, Language, ISBN-13
Publication date : Mar 28, 2023
Length: 192 pages
Edition : 1st
Language : English
ISBN-13 : 9781801817844
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What do you get with eBook?

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Product Details

Publication date : Mar 28, 2023
Length: 192 pages
Edition : 1st
Language : English
ISBN-13 : 9781801817844
Category :
Languages :
Concepts :

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Frequently bought together


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Full star icon Full star icon Full star icon Full star icon Half star icon 4.5
(6 Ratings)
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Nikunj G. Jun 24, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
"Applying Deepfakes: A Comprehensive Guide to Creativity and Ethics" is an exceptional and groundbreaking book that takes readers on a captivating journey into the world of deepfake technology. With a wealth of knowledge and expertise, the authors expertly navigate the complex realm of deepfakes, providing insightful explanations and practical guidance for understanding and creating these remarkable digital creations.From the very beginning, the book captivates readers by exploring various real-world applications of deepfakes, setting the stage for a comprehensive exploration of the deepfake pipeline. The authors emphasize the importance of meticulous data selection and preparation, ensuring readers have the necessary foundation for successful deepfake projects. As the book progresses, it dives into the intricacies of the deepfake workflow, unraveling each step with meticulous detail and illuminating the wide range of possibilities for utilizing deepfake methods in various generative contexts.What truly sets this book apart is its balanced approach to ethics. While addressing the potential risks and controversies surrounding deepfakes, the authors also shed light on their immense value in educational and artistic realms, such as video game avatars and filmmaking. By presenting both sides of the ethical debate, readers are empowered to appreciate the creative potential and ponder the ethical implications of deepfake technology.As the book draws to a close, readers emerge with a profound understanding of deepfakes—what they are, how they function, and how to skillfully apply these techniques to their own projects. Moreover, the book provides a tantalizing glimpse into the future, exploring the potential impact of deepfakes and other generative AI technologies on video content resolution and beyond."Applying Deepfakes: A Comprehensive Guide to Creativity and Ethics" is a must-have resource for AI developers, data scientists, and anyone seeking to delve into the captivating realm of deepfakes and related technologies. While some familiarity with Python programming language and tools like OpenCV, Pillow, Pytorch, or Tensorflow is recommended, the authors' clear explanations and illustrative examples make the book accessible to both novices and experienced practitioners alike. In summary, this enlightening and thought-provoking book serves as an invaluable companion, offering a wealth of knowledge and guidance while navigating the complex terrain of deepfakes and their ethical considerations.
Amazon Verified review Amazon
Dror Apr 29, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
Unprecedented progress in deep learning in recent years has opened the door to a variety of mind-blowing technologies, such as generative AI and the technology behind deepfake creation. Interestingly, despite its controversial associations, deepfake creation is a fascinating technology with a variety of ethical applications in the areas of image processing and computer graphics.This book is a unique and practical primer on the technology enabling deepfakes. While the focus of the book is on face replacement as a guiding application, it offers a clear overview of the technology, the principles and tools supporting it, and its applications. It also openly discusses the potential dangers behind deepfake creation, and offers a clear set of guidelines for creating ethical deepfakes.The book uses a modern and effective set of tools, including PyTorch, OpenCV, and the open-source Faceswap software. A basic understanding of machine learning and deep learning concepts can be helpful to get the most out of this book, as well as some familiarity with the Python programming language. In addition, the accompanying GitHub repo is useful and well-organized.This book can benefit anyone interested in learning about deepfake creation, the technology behind it, and its ethical applications. Academics, practitioners, content creators and developers can all greatly benefit from this unique and well-written guide.Highly recommended!
Amazon Verified review Amazon
Deep P. Apr 20, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
"Exploring DeepFakes" by Packt Publication is a book that aims to introduce readers to the concept of deep fakes and the techniques used to create them. The book covers topics such as computer vision, deep learning, and natural language processing, as well as the ethics and legal considerations surrounding deep-fake technology.One of the strengths of this book is that it provides a comprehensive overview of the subject matter. It explains the technical aspects of deep-fake creation clearly and concisely, making it accessible to readers who may not have a background in computer science. The book also provides practical examples and step-by-step instructions, which can be useful for experimenting with deep-fake technology.Another strength of the book is its focus on the ethical and legal implications of deep fakes. The authors provide a balanced and nuanced discussion of the potential dangers of deep-fake technology, including its potential to spread misinformation and undermine trust in media. They also discuss the legal frameworks around deep-fake technology and the challenges of regulating this rapidly evolving field.The Book also covers the practical concepts of how to use the deep-fake and Generative AI Algorithms on Images and Videos, also the future of generative AI.Overall, "Exploring DeepFakes" by Packt Publication is a useful introduction to deep-fake technology. It provides a balanced and comprehensive overview of the subject matter, and its practical examples and step-by-step instructions make it a valuable resource for those looking to experiment with deep-fake technology.
Amazon Verified review Amazon
Yiqiao Yin Apr 04, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
"Applying Deepfakes: A Comprehensive Guide to Creativity and Ethics" is a groundbreaking book that provides an insightful and thorough examination of the fascinating world of deepfakes. The authors, who are experienced in the field, adeptly guide readers through the complex process of understanding and creating deepfakes. Their intuitive approach to explaining the inner workings of deepfake models, as well as their expert guidance on the entire process from finding and preparing faces to training models and executing the final face swap, make this book a must-read for AI developers, data scientists, and anyone interested in deepfakes or generative image data techniques.The book begins with a discussion on various use cases for face replacement before diving into the intricacies of building a deepfake pipeline. The authors emphasize the importance of carefully selecting and preparing input data, providing readers with simple concepts and guidelines to ensure the success of their deepfake projects. As the book progresses, it delves into the deepfake workflow, covering each step in detail and exploring how deepfake methods can be applied to a wide range of generative needs.However, the authors do not shy away from addressing the ethical concerns and controversies surrounding deepfakes. They provide a balanced analysis of the potential risks and issues associated with the technology, while also highlighting its value in various educational and artistic applications, such as video game avatars and filmmaking. This balanced approach allows readers to appreciate both the creative potential and the ethical implications of deepfakes.As the book concludes, readers will have gained a clear understanding of what deepfakes are, how they work, and how to apply these techniques to their own needs. The book also offers a glimpse into the future of deepfakes and other generative AI technologies, examining their potential impact on video content resolution and beyond."Applying Deepfakes: A Comprehensive Guide to Creativity and Ethics" is ideal for AI developers, data scientists, and anyone looking to expand their knowledge of deepfakes or related technologies. A working knowledge of Python programming language and basic familiarity with OpenCV, Pillow, Pytorch, or Tensorflow is recommended to get the most out of this enlightening and informative book. Overall, this book serves as an invaluable resource for those seeking to harness the power of deepfakes while navigating the ethical considerations associated with this cutting-edge technology.
Amazon Verified review Amazon
Om S Mar 28, 2023
Full star icon Full star icon Full star icon Full star icon Empty star icon 4
"Exploring Deepfakes" is a comprehensive and informative book that delves into the world of deepfake technology. The authors have done an excellent job of explaining what deepfakes are and how they work, as well as exploring the various applications and implications of this technology.The book covers everything from the history of deepfakes to the techniques used to create them. It provides detailed instructions on how to collect and process data, extract faces from videos, and train a deepfake model. The authors also highlight the ethical considerations associated with deepfakes and provide practical guidance on how to use this technology responsibly.One of the book's strengths is its focus on the potential applications of deepfakes beyond their negative connotations. The authors provide numerous examples of how this technology can be used for entertainment, education, and even medical purposes. They also explore the ways in which deepfakes can be used to generate new image data and improve the resolution of video content.Overall, "Applying Deepfakes" is a valuable resource for AI developers, data scientists, and anyone interested in learning more about this emerging technology. The book assumes a working knowledge of Python programming language and basic familiarity with OpenCV, Pillow, Pytorch, or Tensorflow. However, the authors provide clear explanations and examples, making the material accessible to beginners as well.
Amazon Verified review Amazon
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