Linguistics 696b
Neural nets for phonology and morphology

Handouts:

• Syllabus (original syllabus)
• Survey
• Tibetan
• k-means demo
• HW#1
• data-munging on newdic file
• massaged newdic file
• regression code for massaged newdic file
• data-munging on CEG corpus
• massaged CEG corpus
• regression code for massaged CEG corpus
• some useful functions
• simple perceptron learning demo
• HW#2
• playing with perceptrons
• perceptron learning demo
• simple perceptron cases
• MSE with the neuralnet package
• linear separability picture
• linear separability demo
• neural net propogation demo
• hold-out with logistic regression demo
• hold-out with neural nets demo
• comparing logistic regression and neural nets for Welsh gender
• Newdic with one-hot encoding examples
• Goldsmith & Larson syllabification example
• Goldsmith & Larson stress example
• RNN and LSTM example
• Welsh poetry and plurals
• Makefile for Welsh plurals
• R codefile for Welsh plurals
• Several projects for March 28
• log files for 20 epochs of the Welsh plurals network
• Welsh inflection demo for shared task

Readings and resources:

• Papers (passworded for folks attending the course only.)
• newdic dictionary file

Links:

• CoNLL-SIGMORPHON shared task 2018
• Link to 2017 shared task summary
• CoNLL-SIGMORPHON shared task 2017 files
• R
• Anaconda
• OpenNMT
• Tensorflow neural net playground