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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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The basics of cybersecurity

This book aims to marry two important fields of research: cybersecurity and ML. We will present a brief overview of cybersecurity, how it is defined, what the end goals are, and what problems arise.

Traditional principles of cybersecurity

The fundamental aim of cybersecurity is to keep users and data safe. Traditionally, the goals of cybersecurity were three-fold: confidentiality, integrity, and availability, the CIA triad.

Let us now examine each of these in depth.

Confidentiality

The confidentiality goal aims to keep data secret from unauthorized parties. Only authorized entities should have access to data.

Confidentiality can be achieved by encrypting data. Encryption is a process where plain-text data is coded into a ciphertext using an encryption key. The ciphertext is not human-readable; a corresponding decryption key is needed to decode the data. Encryption of information being sent over networks prevents attackers from reading the...

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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