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Hands-On Artificial Intelligence for Cybersecurity

You're reading from   Hands-On Artificial Intelligence for Cybersecurity Implement smart AI systems for preventing cyber attacks and detecting threats and network anomalies

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Product type Paperback
Published in Aug 2019
Publisher Packt
ISBN-13 9781789804027
Length 342 pages
Edition 1st Edition
Languages
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Author (1):
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Alessandro Parisi Alessandro Parisi
Author Profile Icon Alessandro Parisi
Alessandro Parisi
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Toc

Table of Contents (16) Chapters Close

Preface 1. Section 1: AI Core Concepts and Tools of the Trade FREE CHAPTER
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

GAN Python tools and libraries

The number of tools and libraries (both to carry out attacks and to defend from attacks) for developing adversarial examples is constantly growing. We will look at some of the most common examples of these. In this section, we will consolidate the general-use libraries and tools, and in the following sections, we will deal with libraries and specific tools based on the individual strategies and scenarios of attack and defense.

To fully understand the usefulness of these tools and libraries, we need to analyze the vulnerabilities of the cybersecurity solutions based on neural networks, the possibilities involved in the implementation of the attacks, and the difficulties in preparing an appropriate defense.

Neural network vulnerabilities

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