Spam has become a persistent problem for individuals and organizations alike. It consumes valuable time and resources, cluttering inboxes with unwanted messages. To effectively combat this ever-growing challenge, a multi-faceted method is essential. Filters play a crucial role in screening spam messages before they reach our digital doors. These s