Film Recommender is a personalized movie discovery and recommendation tool that allows users to find and discover movies of interest through simple text descriptions. It enhances users' movie-watching experience and satisfaction. This tool employs intelligent recommendation algorithms to provide simple and efficient movie discovery and recommendations based on users' personalized information. Users only need to provide details such as the setting, plot, theme, or actors to find movies that match their preferences, significantly simplifying the process of movie discovery. Film Recommender also aids movie enthusiasts in discovering new films, enabling them to find interesting new movies through straightforward descriptions, regardless of their familiarity with certain genres. Overall, Film Recommender offers a convenient way for movie lovers to explore new films, thereby enhancing their movie-watching experience and satisfaction.