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A Machine Learning Movie Recommendation System built with Python & FastAPI. Features Content-Based, Genre-Based, and Hybrid engines to suggest movies using TF-IDF logic. Includes a modern glassmorphism web UI with real-time search, interactive genre selection, and dynamic recommendations.