Polygence Scholar2025
Isabelle Lin
Class of 2028
About
Projects
- "How accurately can a machine learning model identify violin intonation errors in audio recordings?" with mentor Sarah (Working project)
Project Portfolio
How accurately can a machine learning model identify violin intonation errors in audio recordings?
Started May 6, 2025
Abstract or project description
The project will consist of a web app where users input an audio clip and an image of the score, then receive feedback on the intonation of the notes played in their audio. The model will use a pitch tracker to detect the pitches of each note in the audio and compare them to the correct pitch, which is determined from the score. The difference between the audio pitch and correct pitch will then be sent through ChatGPT to get practice advice for the user. The result of the project will include the web app and a research paper to explain the model and methods used.