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You're reading from  10 Machine Learning Blueprints You Should Know for Cybersecurity

Product typeBook
Published inMay 2023
PublisherPackt
ISBN-139781804619476
Edition1st Edition
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Author (1)
Rajvardhan Oak
Rajvardhan Oak
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Rajvardhan Oak

Rajvardhan Oak is a cybersecurity expert, researcher, and scientist with a focus on machine learning solutions to security issues such as fake news, malware, and botnets. He obtained his bachelor's degree from the University of Pune, India, and his master's degree from the University of California, Berkeley. He has served on the editorial committees of multiple technical conferences and journals. His work has been featured by prominent news outlets such as WIRED magazine and the Daily Mail. In 2022, he received the ISC2 Global Achievement Award for Excellence in Cybersecurity. He is based in the Seattle area and works for Microsoft as an applied scientist in the ads fraud division.
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All about deepfakes

The word deepfake is a combination of two words – deep learning and fake. Put simply, deepfakes are fake media created using deep learning technology. In the past decade, there have been significant advances in machine learning and generative models – models that create content instead of merely classifying it. These models (such as Generative Adversarial Networks (GANs)) can synthesize images that look real – even of human faces!

Deepfake technology is readily accessible to attackers and malicious actors today. It requires no sophistication or technical skills. As an experiment, head over to the website thispersondoesnotexist.com. This website allows you to generate images of people – people who have never existed!

For example, the people in the following figure are not real. They are deepfakes that have been generated by thispersondoesnotexist.com, and it only took a few seconds!

Figure 5.1 – Deepfakes generated from a website

Figure 5.1 –...

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10 Machine Learning Blueprints You Should Know for Cybersecurity
Published in: May 2023Publisher: PacktISBN-13: 9781804619476

Author (1)

author image
Rajvardhan Oak

Rajvardhan Oak is a cybersecurity expert, researcher, and scientist with a focus on machine learning solutions to security issues such as fake news, malware, and botnets. He obtained his bachelor's degree from the University of Pune, India, and his master's degree from the University of California, Berkeley. He has served on the editorial committees of multiple technical conferences and journals. His work has been featured by prominent news outlets such as WIRED magazine and the Daily Mail. In 2022, he received the ISC2 Global Achievement Award for Excellence in Cybersecurity. He is based in the Seattle area and works for Microsoft as an applied scientist in the ads fraud division.
Read more about Rajvardhan Oak