Built and deployed a full-stack content-based movie recommendation engine with Streamlit and the TMDB API, integrating secure API-key handling, live poster retrieval, and a clean, responsive UI to deliver an intuitive, real-time recommendation experience accessible via a public Hugging Face Spaces demo.