0

Explore Products

Best Sellers

New Releases

Books

Videos

Audiobooks

Free Learning

Mastering Machine Learning for Penetration Testing

You're reading from Mastering Machine Learning for Penetration Testing Develop an extensive skill set to break self-learning systems using Python

Product type Paperback

Published in Jun 2018

Publisher Packt

ISBN-13 9781788997409

Length 276 pages

Edition 1st Edition

Languages

Python

Concepts

Machine Learning

Author (1):

Chiheb Chebbi

View More author details

Table of Contents (13) Chapters

Preface

1. Introduction to Machine Learning in Pentesting

2. Phishing Domain Detection FREE CHAPTER

3. Malware Detection with API Calls and PE Headers

4. Malware Detection with Deep Learning

5. Botnet Detection with Machine Learning

6. Machine Learning in Anomaly Detection Systems

7. Detecting Advanced Persistent Threats

8. Evading Intrusion Detection Systems

9. Bypassing Machine Learning Malware Detectors

10. Best Practices for Machine Learning and Feature Engineering

11. Assessments

12. Other Books You May Enjoy

Leave a review - let other readers know what you think

Best Practices for Machine Learning and Feature Engineering

In the previous chapters, we learned about the fundamentals of machine learning, and we learned how to build many different Python projects by using a suite of amazing open source Python libraries. Also, we dove into how to break machine learning models.

This last chapter will help you to build better models by illustrating many tips and best practices for different aspects of your projects.

In this chapter, we will cover the following:

An in-depth overview of feature engineering in machine learning
The best practices for machine learning

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

Start free trial

Renews at €18.99/month. Cancel anytime

Authors (1)

Chiheb Chebbi

Chiheb Chebbi

Chiheb Chebbi is an InfoSec enthusiast who has experience in various aspects of information security, focusing on the investigation of advanced cyber attacks and researching cyber espionage and APT attacks. Chiheb is currently pursuing an engineering degree in computer science at TEK-UP university in Tunisia. His core interests are infrastructure penetration testing, deep learning, and malware analysis. In 2016, he was included in the Alibaba Security Research Center Hall Of Fame. His talk proposals were accepted by DeepSec 2017, Blackhat Europe 2016, and many world-class information security conferences.

See other products by Chiheb Chebbi

Other recommended products

Related to this chapter

Hands-On Artificial Intelligence for Cybersecurity

Hands-On Artificial Intelligence for Cybersecurity

If you wish to design smart, threat-proof cybersecurity systems using trending AI tools and techniques, then this book is for you. With this book, you will learn to develop intelligent systems that can detect suspicious patterns and attacks, thereby allowing you to protect your network and corporate assets.

Aug 2019 11h 24m

Hands-On Artificial Intelligence for Cybersecurity

Hands-On Artificial Intelligence for Cybersecurity

If you wish to design smart, threat-proof cybersecurity systems using trending AI tools and techniques, then this book is for you. With this book, you will learn to develop intelligent systems that can detect suspicious patterns and attacks, thereby allowing you to protect your network and corporate assets.

Aug 2019 11h 24m

Hands-On Artificial Intelligence for Cybersecurity

Hands-On Artificial Intelligence for Cybersecurity

If you wish to design smart, threat-proof cybersecurity systems using trending AI tools and techniques, then this book is for you. With this book, you will learn to develop intelligent systems that can detect suspicious patterns and attacks, thereby allowing you to protect your network and corporate assets.

Aug 2019 11h 24m

Hands-On Artificial Intelligence for Cybersecurity

Hands-On Artificial Intelligence for Cybersecurity

If you wish to design smart, threat-proof cybersecurity systems using trending AI tools and techniques, then this book is for you. With this book, you will learn to develop intelligent systems that can detect suspicious patterns and attacks, thereby allowing you to protect your network and corporate assets.

Aug 2019 11h 24m

Hands-On Artificial Intelligence for Cybersecurity

Hands-On Artificial Intelligence for Cybersecurity

If you wish to design smart, threat-proof cybersecurity systems using trending AI tools and techniques, then this book is for you. With this book, you will learn to develop intelligent systems that can detect suspicious patterns and attacks, thereby allowing you to protect your network and corporate assets.

Aug 2019 11h 24m

Machine Learning with scikit-learn Quick Start Guide

Machine Learning with scikit-learn Quick Start Guide

Scikit-learn is a robust machine learning library for the Python programming language. It provides a set of supervised and unsupervised learning algorithms. This book is the easiest way to learn how to deploy, optimize and evaluate all the important machine learning algorithms that scikit-learn provides.

Oct 2018 5h 44m

Machine Learning with scikit-learn Quick Start Guide

Machine Learning with scikit-learn Quick Start Guide

Scikit-learn is a robust machine learning library for the Python programming language. It provides a set of supervised and unsupervised learning algorithms. This book is the easiest way to learn how to deploy, optimize and evaluate all the important machine learning algorithms that scikit-learn provides.

Oct 2018 5h 44m

Machine Learning with scikit-learn Quick Start Guide

Machine Learning with scikit-learn Quick Start Guide

Scikit-learn is a robust machine learning library for the Python programming language. It provides a set of supervised and unsupervised learning algorithms. This book is the easiest way to learn how to deploy, optimize and evaluate all the important machine learning algorithms that scikit-learn provides.

Oct 2018 5h 44m

Machine Learning with scikit-learn Quick Start Guide

Machine Learning with scikit-learn Quick Start Guide

Scikit-learn is a robust machine learning library for the Python programming language. It provides a set of supervised and unsupervised learning algorithms. This book is the easiest way to learn how to deploy, optimize and evaluate all the important machine learning algorithms that scikit-learn provides.

Oct 2018 5h 44m

Machine Learning with scikit-learn Quick Start Guide

Machine Learning with scikit-learn Quick Start Guide

Scikit-learn is a robust machine learning library for the Python programming language. It provides a set of supervised and unsupervised learning algorithms. This book is the easiest way to learn how to deploy, optimize and evaluate all the important machine learning algorithms that scikit-learn provides.

Oct 2018 5h 44m

Machine Learning for Cybersecurity Cookbook

Machine Learning for Cybersecurity Cookbook

This book helps data scientists and cybersecurity experts on implementing the latest AI techniques in cybersecurity. Concrete and clear steps for implementing ML security systems are provided, saving you months in research and development. By the end of this book, you will be able to build defensive systems to curb cybersecurity threats.

Nov 2019 11h 32m

Machine Learning for Cybersecurity Cookbook

Machine Learning for Cybersecurity Cookbook

This book helps data scientists and cybersecurity experts on implementing the latest AI techniques in cybersecurity. Concrete and clear steps for implementing ML security systems are provided, saving you months in research and development. By the end of this book, you will be able to build defensive systems to curb cybersecurity threats.

Nov 2019 11h 32m

Personalised recommendations for you

Based on your interests and search pattern

The Aspiring CIO and CISO

The Aspiring CIO and CISO

This book helps entry, mid-level, and senior managers master soft skills, craft a compelling brand, and strategically plan their career in C-suite roles with the help of expert insights needed for success in digital leadership and executive roles.

Jun 2024 8h 32m

Malware Development for Ethical Hackers

Malware Development for Ethical Hackers

This book will help you understand malware development by delving into the intricate mechanisms of malware development, injection attacks, and advanced evasion strategies with over 80 real-life examples.

Jun 2024 13h 0m

API Security for White Hat Hackers

API Security for White Hat Hackers

API Security for White Hat Hackers is a comprehensive guide that simplifies API security by showing you how to identify and fix vulnerabilities. From emerging threats to best practices, this book helps you defend and safeguard your APIs.

Jun 2024 13h 56m

Securing Cloud PCs and Azure Virtual Desktop

Securing Cloud PCs and Azure Virtual Desktop

This book covers the fundamentals of Windows 365 and Azure Virtual Desktop, addressing endpoint security challenges. You'll also explore advanced security measures for virtual environments.

Jun 2024 13h 12m

Cybersecurity Strategies and Best Practices

Cybersecurity Strategies and Best Practices

This book offers real-world case studies, holistic approaches, and practical guidance to boost your cybersecurity expertise. You'll learn how to align security strategies with business objectives and stay ahead of the evolving threat landscape.

May 2024 8h 24m

PowerShell for Penetration Testing

PowerShell for Penetration Testing

Designed for security professionals and aspiring pentesters, this book equips you with the skills and knowledge to exploit vulnerabilities, gain access, and navigate post-exploitation scenarios across diverse platforms.

May 2024 9h 56m

Securing Industrial Control Systems and Safety Instrumented Systems

Securing Industrial Control Systems and Safety Instrumented Systems

The book provides a solid understanding of SIS cybersecurity challenges and artifacts required to ensure the safety of mission-critical systems. It also serves as a strong foundation for anyone looking to boost their industrial security skill set.

Aug 2024 8h 32m

Incident Response for Windows

Incident Response for Windows

This exhaustive book helps you detect, respond to, and prevent cyberattacks on Windows-based systems by equipping you with the knowledge and tools needed to safeguard your organization's critical assets based on the actual threat landscape.

CCSP (ISC)2 Certified Cloud Security Professional Exam Guide

CCSP (ISC)2 Certified Cloud Security Professional Exam Guide

Explore all aspects of cloud security to pass the CCSP exam and boost your career with this guide packed with use cases, mock exam questions, and tips. You'll be able to apply your new-found knowledge not only to pass the exam but also at work.

Jun 2024 18h 40m

Cryptography Algorithms

Cryptography Algorithms

Uncover history, principles, and cutting-edge insights in this new edition. Learn how algorithms defend against attacks and stay current with trends like IoT and quantum cryptography. Elevate your cybersecurity expertise with this essential resource.

Aug 2024 13h 40m