
Exhibit A
Machine learning · recommender system
CineMatch
Content-based movie recommender built on cosine similarity across genre, cast and director features. Live metadata pulled from the TMDB API; recommendation quality validated through informal testing with friends who were not shy with feedback.
first project where the maths mattered more than the UI.
- Python
- Pandas
- TMDB API
- Cosine Similarity
github.com/PATELDEV26/cinematch








