An experiment to see similar songs based on lyrics and explore how it performs as a recommendation engine.

• Check out our Web App! It let's you discover similar songs to other songs (by lyrics) or see similar lyrics to any text. Powered by BERT
• Our Slide Deck. Find out more about how this was made and the answer to the question no one was asking: How good is a recommender engine that recommend songs only based on lyrics.

• LyRec.ipynb Jupyter Notebook used to clean the datasets and generate BERT embeddings for all the songs
• user_songs.ipynb Jupyter Notebook used to make an lyrics based recommendation engine and evaluate it's performance
• backend/ Code for our FastAPI based backend. Also contains AWS deployment instructions and a Dockerfile
• frontend/ Code for the Next.JS based UI and clientside stuff. It is hosted on Vercel

• Aditya Pethe (@aditya-pethe)
• George Thayamkery (@geooot)
• Nathan Read (@nathancread)