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aida

Draft code for the UT AIDA Project

algorithms

Notes on Algorithms and Complexity

authorshipattribution

Authorship Attribution with Feature Abstraction and Discourse

bayesianmodels

Bayesian Modeling

cnn

Implementation of variants of CNNs

computationaltools

Notes on Theano, TensorFlow, etc. (under development)

datascience

Code for Data Science Newcomers

deeplearning_libraries

Simple examples for Off-the-shelf DL toolbox (theano, tensorflow and keras)

deeplearning_tutorials

DeepLearning Code from CompLing Lab at the University of Texas at Austin

distributionalsemantics

various distributional semantics models (under development)

edward

Notes on edward library

embeddings

Project: developing fast-mapping embeddings building on conventional skip-gram models

gan-tutorials

GAN tutorial series under construction.

graphconvolution

Graph Convolutional Nets

machinelearningbasics

ML implementation (A. Basic from-scratch; B. sklearn-based; C. Theano-based)

mathnotes

modeling-semantic-plausibility-naacl18

Data and all

models

Models and examples built with TensorFlow

multiencoder-transformer-paraphraser

Project: Google Multiencoder Transformer Paraphrasing System

ner

Draft book: Various methods on NER tasks (CoNLL, ATIS)

neuralnets

neural nets implementation from scratch

nlp

Code for Jurafsky and Martin Textbook

ocr

Simple OCR

paragen_transformer

Heavily-commented "Annotated Transformer" (cf. A. M. Rush's tutorial)

picking-apart-story-salads

EMNLP 2018 long paper

probabilisticgraphicalmodels

Tutorial on doing PGM with pgmpy, pystruct, sklearn, etc.

recommendersystem

Recommender System from Scratch (under development for more sophisticated versions)

scheme-church

Notes on Scheme & Church

semantic-plausibility

Classifying events by physical plausibility.

sentimentanalysis

Various Sentiment Analysis Tasks