Spam has become a persistent nuisance for individuals and organizations alike. It consumes valuable time and resources, flooding inboxes with unwanted emails. To effectively combat this ever-growing menace, a multi-faceted approach is essential. Filters play a crucial role in screening spam messages before they reach our inboxes. These systems uti