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Data Science for Malware Analysis

Data Science for Malware Analysis

By : Shane Molinari
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Data Science for Malware Analysis

Data Science for Malware Analysis

4 (4)
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. Data Science for Malware Analysis 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 (14 chapters)
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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

The evolution of cyber threats and malware

To understand the impact of cyber malware on international history, we must first delve into its evolution. The emergence of malware traces back to the early days of computing. The term “malware” was coined around 1990, but its earliest instances predate the term. For example, the “Creeper” virus emerged in the early 1970s, infecting mainframe computers. The 1980s saw the rise of the PC, which was met with an increase in PC viruses.

The internet’s birth in the 1990s facilitated the spread of malware, triggering a surge in its evolution and sophistication. The first major attack that brought the global threat of malware into the spotlight was the ILOVEYOU worm in 2000. It affected millions of computers globally, causing billions of dollars in damages and marking a turning point in international cyber threats.

In the 21st century, malware has morphed from a minor inconvenience into a potent tool for crime...

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