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acq_evo_vh_phd

Exemplar model of vowel harmony acquisition

bandits

Python library for Multi-Armed Bandits

cdtw

A cython implementation of dynamic time warping

cnn-for-text-classification

A simple CNN implementation in Keras.

cnn-l2r

Implementation(s) of Severyn and Moschitti's 2015 CNN L2R model

cnn-short-text-classification

deboervowels

Vowel system simulation based on deBoer (2000)

dotfiles

My dot files

dtw

Simple speech recognition using dynamic time warping with examples

exempy

fmailhot.github.io

Bits and bites from Fred's brain

g2p

Grapheme-to-Phoneme transductions that preserve input and output indices!

gcmpy-draft

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.

phonrnn

Code for running an RNN network for the purposes of modeling word-level phonotactics, and analyzing the output of this modeling

python_speech_features

This library provides common speech features for ASR including MFCCs and filterbank energies.

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

short-text-classification-bakeoff

Comparing LR and CNN on a simple short text classification task

spectrogram-tutorial

A walkthrough of how to make spectrograms in python that are customized for human speech research.

talkbox

tslearn

A machine learning toolkit dedicated to time-series data

ucrdtw

Python extension for UCR Suite highly optimized subsequence search using Dynamic Time Warping (DTW)