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The Role of Machine Learning in Cybersecurity: Advances and Limitations
ISBN Book

The Role of Machine Learning in Cybersecurity: Advances and Limitations

Author:
Mohit Yadav

ISBN: 978-93-49929-57-9

DOI: https://doi.org/10.63282/978-93-49929-57-9


The Role of Machine Learning in Cybersecurity: Advances and Limitations explores how machine learning (ML) is transforming the way digital systems detect, respond to, and defend against cyber threats. This book provides a comprehensive overview of both the cutting-edge innovations and the practical challenges in applying ML to cybersecurity. Blending theory with real-world case studies, the book covers essential topics such as anomaly detection, malware classification, threat intelligence, deepfakes, phishing prediction, Intrusion Detection Systems (IDS), and adversarial machine learning. It also critically examines the limitations of current ML models, including issues like data scarcity, false positives, algorithmic bias, and adversarial attacks.


Mohit Yadav is a renowned cybersecurity professional with nearly a decade of experience in various domains, including cyber penetration testing, vulnerability management, security reviews, incident management, and governance, risk, and compliance (GRC). He has demonstrated significant professional growth through his mastery of complex security frameworks and governance models, ensuring comprehensive assessments and deployment of complex solutions, including SaaS, commercial off-the-shelf products, and Generative AI solutions. Mohit has overseen various facets of cybersecurity, including Static Application Security Testing (SAST), Dynamic Application Security Testing (DAST), threat modeling, vulnerability assessment, and penetration testing for global teams. His technical contributions transcend conventional security measures through the implementation of observability, resiliency testing, and application monitoring. Mohit has made substantial contributions to OWASP projects, including the OWASP Generative AI Red Teaming Standard, the OWASP Generative AI Center of Excellence (CoE) Solution Document, and the OWASP Generative AI/LLM Top 10 Standard. He is an active member of ISACA, ISC2, and EC-Council, and a Senior Member of IEEE.


Title: The Role of Machine Learning in Cybersecurity: Advances and Limitations
Author: Mohit Yadav
Publisher: ScienceTech Xplore
Copyright: ScienceTech Xplore
Language: English
Publication Format: Online
ISBN: 978-93-49929-57-9
DOI: https://doi.org/10.63282/978-93-49929-57-9
Subject/Genre: Cybersecurity/Information Security
Pages: 1-84
Chapters: 12
Year of Publication: June 2025
URL: https://sciencetechxplore.org/978-93-49929-57-9.php
Cite As:

Yadav, M. (2025). The Role of Machine Learning in Cybersecurity: Advances and Limitations. ScienceTech Xplore. ISBN 978-93-49929-57-9.

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