I developed a personalized movie recommendation system using Python and the Pandas library. This system analyzes user preferences, viewing history, and movie metadata to provide tailored suggestions for each user. The recommendation engine is designed to filter through large datasets of movies, identifying patterns and similarities that align with individual user tastes.