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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

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Product type Paperback
Published in Nov 2019
Publisher Packt
ISBN-13 9781789614671
Length 346 pages
Edition 1st Edition
Languages
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Author (1):
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Emmanuel Tsukerman Emmanuel Tsukerman
Author Profile Icon Emmanuel Tsukerman
Emmanuel Tsukerman
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Table of Contents (11) Chapters Close

Preface 1. Machine Learning for Cybersecurity FREE CHAPTER 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

Deep learning-based system for the automatic detection of software vulnerabilities

Experts in information security can usually identify potentially exploitable pieces of code. Yet, the work is intensive and costly, and may not be sufficient to make a program secure. One of the great advantages of deep learning over traditional machine learning is that features can be automatically discovered. This allows us to alleviate the need for a human expert on vulnerabilities, as well as to produce more effective systems. In this recipe, we'll utilize a modified version of VulDeePecker : A Deep Learning-Based System for Vulnerability Detection (https://arxiv.org/pdf/1801.01681.pdf), to automatically detect buffer error vulnerabilities and resource management errors in C/C++ software.

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