Introduction: The Rise of Personalized Recommendations In the realm of personalized experiences, recommendation systems have become indispensable. From suggesting the next binge-worthy series on streaming platforms to curating product recommendations on e-commerce sites, these systems shape our digital interactions. Two prominent techniques that have powered recommendation engines over the past decade (2010-2019) are Matrix Factorization