This investigation underscores the paramount imperative of discerning network intrusions as a pivotal measure to fortify digital systems and shield sensitive data from unauthorized access. manipulation. and potential compromise. The principal aim of this study is to leverage a publicly available dataset. https://www.spidertattooz.com/CND-Shellac-Be-Demure-0-5oz-p13568/