The recommendation system is a core service for a large-scale streaming platform (e.g., Netflix, Amazon Prime, Hulu) that suggests personalized video content to users. Its purpose is to enhance user engagement by helping users discover movies and shows they are likely to enjoy, thereby increasing watch time and satisfaction