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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

Concepts

Machine Learning

Author (1):

Emmanuel Tsukerman

Table of Contents (11) Chapters

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

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Appendix

Fake news

Fake news is a type of disinformation or propaganda that is spread via traditional news media or online social media. Like any disinformation campaign, its effects can be devastating. In this recipe, you will load a dataset of real and fake news, and utilize ML to determine when a news story is fake.

Getting ready

Preparation for this recipe consists of installing pandas and scikit-learn in pip. The instructions are as follows:

pip install pandas sklearn

Also, extract fake_news_dataset.7z.

How to do it…

In the following steps, you will...

The rest of the chapter is locked

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Authors (1)

Emmanuel Tsukerman

Emmanuel Tsukerman graduated from Stanford University and obtained his Ph.D. from UC Berkeley. In 2017, Dr. Tsukerman's anti-ransomware product was listed in the Top 10 ransomware products of 2018 by PC Magazine. In 2018, he designed an ML-based, instant-verdict malware detection system for Palo Alto Networks' WildFire service of over 30,000 customers. In 2019, Dr. Tsukerman launched the first cybersecurity data science course.

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