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Data Science for Malware Analysis

You're reading from   Data Science for Malware Analysis A comprehensive guide to using AI in detection, analysis, and compliance

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Product type Paperback
Published in Dec 2023
Publisher Packt
ISBN-13 9781804618646
Length 230 pages
Edition 1st Edition
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Author (1):
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Shane Molinari Shane Molinari
Author Profile Icon Shane Molinari
Shane Molinari
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Table of Contents (14) Chapters Close

Preface 1. Part 1– Introduction
2. Chapter 1: Malware Science Life Cycle Overview FREE CHAPTER 3. Chapter 2: An Overview of the International History of Cyber Malware Impacts 4. Part 2 – The Current State of Key Malware Science AI Technologies
5. Chapter 3: Topological Data Analysis for Malware Detection and Analysis 6. Chapter 4: Artificial Intelligence for Malware Data Analysis and Detection 7. Chapter 5: Behavior-Based Malware Data Analysis and Detection 8. Part 3 – The Future State of AI’s Use for Malware Science
9. Chapter 6: The Future State of Malware Data Analysis and Detection 10. Chapter 7: The Future State of Key International Compliance Requirements 11. Chapter 8: Epilogue – A Harmonious Overture to the Future of Malware Science and Cybersecurity
12. Other Books You May Enjoy Appendix: Index

The future state of proactive defense mechanisms in cybersecurity

In the realm of cybersecurity, the adage the best defense is a good offense is gaining traction. Historically, the approach to defending digital assets has been largely reactive: a threat emerges, and systems respond. But as cyber threats grow in sophistication, volume, and potential impact, this reactive model increasingly reveals its limitations. The future of cybersecurity beckons a shift from merely reacting to threats to proactively hunting and neutralizing them, reframing the very paradigm of defense.

Why proactive defense?

The reactive model, while having served us reasonably well in the past, now contends with a rapidly evolving threat landscape:

  • Volume and velocity of threats: With malware variants proliferating at an unprecedented rate and cyberattacks becoming more frequent, waiting for an attack is no longer tenable.
  • APTs: Some threats are designed to remain dormant or move stealthily within...
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