International Journal of Science, Engineering and TechnologyAuthors: Prof.P.S Patil, Mr.Yash Nikam, Mr.Pratik Nikam, Miss. Bhakti Nikam, Miss. Sanchita Nikam, Miss. Sanchita Nalawade, Miss Bhagyashri Nikam, Miss. Rohini Nikam, Miss.Vaishnavi More
Abstract: Over the last decade, cyber threats have transformed from simple signature-based attacks into automated, highly sophisticated operations Traditional orthodox defensive perimeters can no longer independently mitigate these dynamic, emergency zero-day incursions (This academic review synthesizes the strategic intersection of Artificial Intelligence (AI) and cybersecurity based on the structural foundations laid by Rajendran & Vyas (2023) The paper systematically evaluates advanced AI-driven prevention mechanisms against critical modern digital crimes By unpacking the specific functional roles of Supervised and Unsupervised Machine Learning paradigms alongside deep neural architectural structures, this study illustrates how AI fundamentally transforms defensive frameworks via continuous, autonomous network telemetry analysis Global threat indicators highlight a significant escalation in attacks orchestrated by AI-enabled adversaries, validating the immediate operational necessity of smart detection ecosystems Ultimately, the review addresses the dual-use reality of autonomous weaponized systems, charting a clear deployment roadmap toward highly resilient.
DOI: http://doi.org/10.5281/zenodo.20547972
