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Bryan Lyon and Matt Tora - Exploring Deepfakes: Deploy powerful AI techniques for face replacement and more with this comprehensive guide

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Bryan Lyon and Matt Tora Exploring Deepfakes: Deploy powerful AI techniques for face replacement and more with this comprehensive guide
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Exploring Deepfakes: Deploy powerful AI techniques for face replacement and more with this comprehensive guide: summary, description and annotation

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Master the innovative world of deepfakes and generative AI for face replacement with this full-color guidePurchase of the print or Kindle book includes a free PDF eBookKey FeaturesUnderstand what deepfakes are, their history, and how to use the technology ethicallyGet well-versed with the workflow and processes involved to create your own deepfakesLearn how to apply the lessons and techniques of deepfakes to your own problemsBook DescriptionApplying 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. Youll 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.Well 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. Well 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, youll understand what deepfakes are, how they work at a fundamental level, and how to apply those techniques to your own needs.What you will learnGain a clear understanding of deepfakes and their creationUnderstand the risks of deepfakes and how to mitigate themCollect efficient data to create successful deepfakesGet familiar with the deepfakes workflow and its stepsExplore the application of deepfakes methods to your own generative needsImprove results by augmenting data and avoiding overtrainingExamine the future of deepfakes and other generative AIsUse generative AIs to increase video content resolutionWho this book is forThis 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.

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Exploring Deepfakes Deploy powerful AI techniques for face replacement and - photo 1
Exploring Deepfakes

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

Bryan Lyon

Matt Tora

BIRMINGHAMMUMBAI Exploring Deepfakes Copyright 2023 Packt Publishing All - photo 2

BIRMINGHAMMUMBAI

Exploring Deepfakes

Copyright 2023 Packt Publishing

All rights reserved. No part of this book may be reproduced, stored in a retrieval system, or transmitted in any form or by any means, without the prior written permission of the publisher, except in the case of brief quotations embedded in critical articles or reviews.

Every effort has been made in the preparation of this book to ensure the accuracy of the information presented. However, the information contained in this book is sold without warranty, either express or implied. Neither the authors, nor Packt Publishing or its dealers and distributors, will be held liable for any damages caused or alleged to have been caused directly or indirectly by this book.

Packt Publishing has endeavored to provide trademark information about all of the companies and products mentioned in this book by the appropriate use of capitals. However, Packt Publishing cannot guarantee the accuracy of this information.

Group Product Manager: Ali Abidi

Publishing Product Manager: Gebin George, Sunith Shetty

Senior Editor: David Sugarman

Technical Editor: Kavyashree K. S.

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First published: February 2023

Production reference: 1280223

Published by Packt Publishing Ltd.

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ISBN 978-1-80181-069-2

www.packtpub.com

Contributors
About the authors

Bryan Lyonis a seasoned AI expert with over a decade of experience in and around the field. His background is in computational linguistics and he has worked with the cutting-edge open source deepfake software Faceswap since 2018. Currently, Bryan serves as the chief technology officer for an AI company based in California.

Matt Torais a seasoned software developer with over 15 years of experience in the field. He specializes in machine learning, computer vision, and streamlining workflows. He leads the open source deepfake project Faceswap and consults with VFX studios and tech start-ups on integrating machine learning into their pipelines.

About the reviewer

Saisha Chhabriais a computer engineer with diverse experience ranging from software engineering to deep learning. She is currently based in Singapore and is pursuing her masters in computing, specializing in artificial intelligence from the National University of Singapore. She strives for challenging opportunities to build upon her repertoire of computation, development, and collaboration skills, and aspires to combat problems that impact the community.

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