Book

Mastering Machine Learning for Penetration Testing

We live in an era where cyber security plays an important role. As systems are getting smarter, we now see machine learning interrupting computer security. With the adoption of machine learning in upcoming security products, it’s important for pentesters and security researchers to understand how these systems work, and to breach them for testing purposes.

Offered byPackt Logo

Difficulty Level

Intermediate

Completion Time

9h12m

Language

English

About Book

Who Is This Book For?

This book is for pen testers and security professionals who are interested in learning techniques to break an intelligent security system. Basic knowledge of Python is needed, but no prior knowledge of machine learning is necessary.

Book content

chapters 9h12m total length

Introduction to Machine Learning in Pentesting

Phishing Domain Detection

Malware Detection with API Calls and PE Headers

Malware Detection with Deep Learning

Botnet Detection with Machine Learning

Machine Learning in Anomaly Detection Systems

Detecting Advanced Persistent Threats

Evading Intrusion Detection Systems with Adversarial Machine Learning

Bypass machine learning malware Detectors

Best Practices for Machine Learning and Feature Engineering

Assessments

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