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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

Facial recognition attacks with GAN

As a last example of the use of GANs, we will look at what is perhaps the most symptomatic and well-known case, which involves generating adversarial examples representative of human faces.

Apart from the surprising effect that this technique can have on those who examine the results, which are often very realistic, this technique, when used as an attack tool, constitutes a serious threat to all those cybersecurity procedures based on the verification of biometric evidence (often used to access, for example, online banking services, or, more recently, to log in to social networks, and even access your own smartphone).

Moreover, it can be used to deceive even the AI-empowered facial-recognition tools used by the police to identify suspects, consequently reducing their overall reliability.

As demonstrated in the paper Explaining and Harnessing...

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