Search icon CANCEL
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Conferences
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
Machine Learning for Cybersecurity Cookbook

You're reading from   Machine Learning for Cybersecurity Cookbook Over 80 recipes on how to implement machine learning algorithms for building security systems using Python

Arrow left icon
Product type Paperback
Published in Nov 2019
Publisher Packt
ISBN-13 9781789614671
Length 346 pages
Edition 1st Edition
Languages
Arrow right icon
Author (1):
Arrow left icon
Emmanuel Tsukerman Emmanuel Tsukerman
Author Profile Icon Emmanuel Tsukerman
Emmanuel Tsukerman
Arrow right icon
View More author details
Toc

Table of Contents (11) Chapters Close

Preface 1. Machine Learning for Cybersecurity 2. Machine Learning-Based Malware Detection FREE CHAPTER 3. Advanced Malware Detection 4. Machine Learning for Social Engineering 5. Penetration Testing Using Machine Learning 6. Automatic Intrusion Detection 7. Securing and Attacking Data with Machine Learning 8. Secure and Private AI 9. Other Books You May Enjoy Appendix

Penetration Testing Using Machine Learning

A penetration test, aka a pen test, is an authorized simulated cyberattack on an information system, designed to elicit security vulnerabilities. In this chapter, we will be covering a wide selection of machine learning-technologies for penetration testing and security countermeasures. We'll begin by cracking a simple CAPTCHA system. We'll cover the automatic discovery of software vulnerabilities using deep learning, using fuzzing and code gadgets. We'll demonstrate enhancements to Metasploit, as well as covering how to assess the robustness of machine learning systems to adversarial attacks. Finally, we'll cover more specialized topics, such as deanonymizing Tor traffic, recognizing unauthorized access via keystroke dynamics, and detecting malicious URLs.

This chapter covers the following recipes:

  • CAPTCHA breaker...
lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at R$50/month. Cancel anytime