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content-based movie recommendation system that suggests similar movies using TF-IDF and SBERT embeddings with cosine similarity for efficient matching. Utilized Python, TF-IDF, SBERT, scikit-learn, pandas, and NumPy, enabling fast data processing and improved recommendation accuracy through semantic similarity understanding.