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Hands-On Artificial Intelligence for Cybersecurity

You're reading from  Hands-On Artificial Intelligence for Cybersecurity

Product type Book
Published in Aug 2019
Publisher Packt
ISBN-13 9781789804027
Pages 342 pages
Edition 1st Edition
Languages
Author (1):
Alessandro Parisi Alessandro Parisi
Profile icon Alessandro Parisi

Table of Contents (16) Chapters

Preface 1. Section 1: AI Core Concepts and Tools of the Trade
2. Introduction to AI for Cybersecurity Professionals 3. Setting Up Your AI for Cybersecurity Arsenal 4. Section 2: Detecting Cybersecurity Threats with AI
5. Ham or Spam? Detecting Email Cybersecurity Threats with AI 6. Malware Threat Detection 7. Network Anomaly Detection with AI 8. Section 3: Protecting Sensitive Information and Assets
9. Securing User Authentication 10. Fraud Prevention with Cloud AI Solutions 11. GANs - Attacks and Defenses 12. Section 4: Evaluating and Testing Your AI Arsenal
13. Evaluating Algorithms 14. Assessing your AI Arsenal 15. Other Books You May Enjoy

GANs in a nutshell

GANs were theorized in a famous paper that dates back to 2014 (https://arxiv.org/abs/1406.2661), written by a team of researchers including Ian Goodfellow and Yoshua Bengio, which described the potential and characteristics of a special category of adversarial processes, called GANs.

The basic idea behind GANs is simple, as they consist of putting two neural networks in competition with one another, until a balanced condition of results is achieved; however at the same time, the possibilities of using these intuitions are almost unlimited, since GANs are able to learn how to imitate and artificially reproduce any data distribution, whether it represents faces, voices, texts, or even works of art.

In this chapter, we will extend the use of GANs in the field of cybersecurity, learning how it is possible to use them to both carry out attacks (such as attacks against...

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