Teaching Materials

"Mixture of Gaussians in Phonetics and Sound Change" lecture for UMass LING492b

Tutorial introducing neural networks (starting from perceptrons) in the form of 2 Python notebooks.

Created for a class of students (UMass LING592B) that had linear algebra and some coding background but were new to neural networks.

There is an intentional mistake in the presentation of the Perceptron Update Rule formula in Notebook 1. Can you find it? :)