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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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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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Techniques for authorship obfuscation

So far, we have seen how authorship can be attributed to the writer and how to build models to detect the author. In this section, we will turn to the authorship obfuscation problem. Authorship obfuscation, as discussed in the initial section of this chapter, is the art of purposefully manipulating the text to strip it of any stylistic features that might give away the author.

The code is inspired by an implementation that is freely available online (https://github.com/asad1996172/Obfuscation-Systems) with a few minor tweaks.

First, we will import the required libraries. The most important library here is the Natural Language Toolkit (NLTK) library (https://www.nltk.org/) developed by Stanford. This library contains standard off-the-shelf implementations for several natural language processing (NLP) tasks such as tokenization, part-of-speech (POS) tagging, named entity recognition (NER), and so on. It has a powerful set of functionalities...

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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