Introduction: The Power of Personalized Recommendations In the digital age, where consumers are bombarded with an overwhelming array of media choices, recommender systems have emerged as indispensable tools for navigating the vast landscape of movies, music, games, and books. These intelligent systems, powered by machine learning algorithms, act as personalized guides, predicting user preferences and