Book Image

Malware Science

By : Shane Molinari
Book Image

Malware Science

By: Shane Molinari

Overview of this book

In today's world full of online threats, the complexity of harmful software presents a significant challenge for detection and analysis. This insightful guide will teach you how to apply the principles of data science to online security, acting as both an educational resource and a practical manual for everyday use. Malware Science starts by explaining the nuances of malware, from its lifecycle to its technological aspects before introducing you to the capabilities of data science in malware detection by leveraging machine learning, statistical analytics, and social network analysis. As you progress through the chapters, you’ll explore the analytical methods of reverse engineering, machine language, dynamic scrutiny, and behavioral assessments of malicious software. You’ll also develop an understanding of the evolving cybersecurity compliance landscape with regulations such as GDPR and CCPA, and gain insights into the global efforts in curbing cyber threats. By the end of this book, you’ll have a firm grasp on the modern malware lifecycle and how you can employ data science within cybersecurity to ward off new and evolving threats.
Table of Contents (15 chapters)
1
Part 1– Introduction
Free Chapter
2
Chapter 1: Malware Science Life Cycle Overview
4
Part 2 – The Current State of Key Malware Science AI Technologies
8
Part 3 – The Future State of AI’s Use for Malware Science
11
Chapter 8: Epilogue – A Harmonious Overture to the Future of Malware Science and Cybersecurity
Appendix

Malware Science Life Cycle Overview

Malicious software (malware) is a type of software that is designed to harm, exploit, or gain unauthorized access to computer systems, networks, and mobile devices. Malware can take many different forms and can be spread through various means, such as email attachments, infected websites, and infected software downloads:

Figure 1.1 – Types of malware

Figure 1.1 – Types of malware

These include viruses, worms, Trojans, ransomware, spyware, adware, botnets, rootkits, fileless malware, and macro malware. Let’s take a closer look:

  • Viruses: A computer virus is a type of malware that is capable of replicating itself and infecting other programs on a computer. Once a virus has infected a system, it can cause damage by deleting or corrupting files, stealing data, or disrupting system operations. A virus typically requires user action, such as opening an infected email attachment or downloading a malicious file, to spread to other systems.
  • Worms: A computer worm is a type of malware that can spread itself over networks and the internet without requiring user action. Worms can quickly infect large numbers of systems and can cause significant damage by consuming network bandwidth, deleting files, and spreading other types of malware.
  • Trojans: A Trojan is a type of malware that appears to be legitimate software but contains malicious code that can be used to gain unauthorized access to a system or steal sensitive data. Trojans can be spread through email attachments, infected websites, and other means.
  • Ransomware: Ransomware is a type of malware that encrypts a victim’s files and demands payment in exchange for the decryption key. Ransomware can be extremely damaging as it can cause the loss of important data and disrupt business operations. Ransomware can be spread through email attachments, infected websites, and other means.
  • Spyware: Spyware is a type of malware that is designed to gather information about a victim’s computer usage and transmit it to a remote server. Spyware can be used to steal sensitive data, track online activity, and monitor user behavior. Spyware can be spread through email attachments, infected websites, and other means.
  • Adware: Adware is a type of malware that displays unwanted advertisements or popups on a victim’s computer. Adware can be used to generate revenue for the attacker and can be extremely annoying for the victim. Adware can be spread through infected websites and other means.
  • Botnets: A botnet is a network of infected computers that can be used to launch coordinated attacks, such as Distributed Denial-of-Service (DDoS) attacks. Botnets can be extremely difficult to detect and can cause significant damage to targeted systems. Botnets can be spread through infected emails, websites, and other means.
  • Rootkits: A rootkit is a type of malware that is designed to hide its presence on a system and provide a backdoor for attackers to gain unauthorized access to the system. Rootkits can be extremely difficult to detect and can be used to steal sensitive data, modify system configurations, and execute other types of malware.
  • Fileless malware: Fileless malware is a type of malware that is designed to run in memory and avoid detection by traditional antivirus and anti-malware software. Fileless malware can be used to steal sensitive data, modify system configurations, and execute other types of malware.
  • Macro malware: Macro malware is a type of malware that is embedded in macros within Microsoft Office documents. Macro malware can be spread through email attachments and infected documents and can be used to steal sensitive data and execute other types of malware.

Each type of malware has characteristics and effects, and attackers may use a combination of different types of malware in their attacks. As malware attacks become more sophisticated and complex, individuals and organizations need to remain vigilant and adopt best practices for protecting against malware infections.

In this chapter, we will cover the following topics:

  • Combining malware
  • Managing malware