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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

IDS evasion via GAN

We have dealt extensively with IDS in Chapter 5, Network Anomaly Detection with AI, where we learned about the delicate role played by these devices in a context like the current one, characterized by a growing explosion of malware threats spread through network attacks.

It is therefore necessary to introduce tools capable of promptly detecting possible malware threats, preventing them from spreading across the entire corporate network, and thereby compromising both the software and the integrity of the data (just think, for example, of the growing diffusion of ransomware attacks).

In order to be able to promptly and effectively carry out—that is, reduce—the number of false positives, it is therefore necessary to equip IDS systems with automated procedures capable of adequately classifying the traffic analyzed. It is no coincidence, therefore...

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