Fred Mailhot's repositories
acq_evo_vh_phd
Exemplar model of vowel harmony acquisition
CNN-for-text-classification
A simple CNN implementation in Keras.
fmailhot.github.io
Bits and bites from Fred's brain
python_speech_features
This library provides common speech features for ASR including MFCCs and filterbank energies.
short-text-classification-bakeoff
Comparing LR and CNN on a simple short text classification task
deboerVowels
Vowel system simulation based on deBoer (2000)
g2p
Grapheme-to-Phoneme transductions that preserve input and output indices!
intro_machine_learning
Introduction to Machine Learning, a series of IPython Notebook and accompanying slideshow and video
K-Nearest-Neighbors-with-Dynamic-Time-Warping
Python implementation of KNN and DTW classification algorithm
kernel_regression
Implementation of Nadaraya-Watson kernel regression with automatic bandwidth selection compatible with sklearn.
panphon
Python package and data files for manipulating phonological segments (phones, phonemes) in terms of universal phonological features.
RevisitPinkerAndPrince
Companion Repository for "Recurrent Neural Networks in Linguistic Theory: Revisiting Pinker and Prince (1988) and the Past Tense Debate"
seqlearn
Sequence learning toolkit for Python
spectrogram-tutorial
A walkthrough of how to make spectrograms in python that are customized for human speech research.