/Informant-Formants

Final Project in COGS 118B, Introduction to Machine Learning II

Primary LanguageJupyter Notebook

Accent Classification Based On Formant Extraction, using PCA, K-means, and Gaussian HMMs

By using the Parselmouth Library, our team attempted to perform accent classification on the speech recordings provided by the Speech Accent Archive. https://accent.gmu.edu/

Though unsuccessful, this project was an excellent learning experience with the many methods of unsupervised machine learning algorithms. Made with the wonderful help of: John P., Aryaman S., Dong P., Alex T., Donovan D.