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Research Paper | Computer Science & Engineering | India | Volume 13 Issue 5, May 2024 | Popularity: 5.7 / 10

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A Study: Use of Machine Learning for Cyber Security

Nidhi Kataria Chawla, Monika Gaur

Abstract: Machine learning is becoming prevalent in a variety of sectors, and machine learning algorithms are used in a variety of cyber secu-rity applications. Malware analysis, including zero - day malware detecting, risk evaluation, anomaly - based intrusion detection of common threats on critical systems, and other examples are just a few. Because signature - based methods are ineffective at detect-ing zero - day attacks or even slight modifications to existing attacks, researchers are employing machine learning (ML) - based identification in numerous security protocols. In this overview, we look at how machine learning is employed in several aspects of cyber - security. We also show how adversarial assaults on machine learning models can be used to change the data used to train and test models, rendering them useless.

Keywords: Cyber security, machine learning, intrusion detection, malware detection

Edition: Volume 13 Issue 5, May 2024

Pages: 723 - 730

DOI: https://www.doi.org/10.21275/SR24509101002

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