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Machine Learning, Malware Detection: SecureAI

  • Nishit Kashyap,
  • Anita Budhiraja,
  • Sarwan Singh

摘要

This research focuses on the importance of cybersecurity in today’s fast-changing digital world. It highlights the urgent need for modern and adaptable detection methods in the face of constantly changing malware threats. Malware, in all its forms, presents a challenge that requires innovative strategies for detection due to its ever-changing nature, and thus better efforts must be provided for reducing the threat posed. The integration of machine learning offers endless promising ways to combat advanced threats. The research has a major focus on machine learning’s application in this ongoing battle. The research highlights the continuous importance of a comprehensive ML-based malware detection system one which adapts to our requirement of continuous adaptability and self-improving capabilities. It provides an overview of some of the past work done in machine learning-based malware detection, stressing on the importance and urgency of staying ahead of cyber threats. As the digital world becomes more interconnected with daily life, the need for a powerful, adaptive, and state-of-the-art cybersecurity measures is not just a necessity but a priority.