Movie Recommendation System

Design and implement a movie recommendation system that suggests related or similar films based on a given input movie or user preferences. Your solution should consider factors like genre, ratings, cast, director, and other relevant attributes to determine movie similarity. The system should be able to generate personalized recommendations based on viewing history or direct movie-to-movie similarity comparisons.