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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 (15) 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. Index 13. Other Books You May Enjoy Appendix

Summary

In today’s complex digital ecosystem, the escalating sophistication of cyber threats demands innovative solutions. Behavior-based malware data analysis stands out as a cutting-edge method, emphasizing the dynamic actions of software over static code signatures. This shift in perspective empowers organizations to detect and tackle not just known threats but also emerging, elusive ones that conventional methods might overlook. Yet, the integration of this modern approach requires more than just adopting new tools or technologies – it necessitates embedding these methods into an organization’s larger operational and strategic framework. One such framework is the CMMI, which guides organizations from basic process maturity to a higher, more optimized state. Marrying behavior-based detection techniques with the journey toward higher CMMI levels ensures not just technological advancement but also a cultural evolution. As organizations transition, they face challenges...

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