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Machine Learning for Cybersecurity Cookbook

You're reading from  Machine Learning for Cybersecurity Cookbook

Product type Book
Published in Nov 2019
Publisher Packt
ISBN-13 9781789614671
Pages 346 pages
Edition 1st Edition
Languages
Author (1):
Emmanuel Tsukerman Emmanuel Tsukerman
Profile icon Emmanuel Tsukerman
Toc

Table of Contents (11) Chapters close

Preface 1. Machine Learning for Cybersecurity 2. Machine Learning-Based Malware Detection 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

Tracking malware drift

The distribution of malware is ever-changing. Not only are new samples released, but new types of viruses as well. For example, cryptojackers are a relatively recent breed of malware unknown until the advent of cryptocurrency. Interestingly, from a machine learning perspective, it's not only the types and distribution of malware that are evolving, but also their definitions, something known as concept drift. To be more specific, a 15 year-old virus is likely no longer executable in the systems currently in use. Consequently, it cannot harm a user, and is therefore no longer an instance of malware.

By tracking the drift of malware, and even predicting it, an organization is better able to channel its resources to the correct type of defense, inoculating itself from future threats.

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