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Shayne O'Brien's Projects

coreference-resolution icon coreference-resolution

Efficient and clean PyTorch reimplementation of "End-to-end Neural Coreference Resolution" (Lee et al., EMNLP 2017).

explicit-gan-eval icon explicit-gan-eval

Code for reproducing the results of "Evaluating Generative Adversarial Networks on Explicitly Parameterized Distributions" (O'Brien et al., NeurIPS 2018).

generative-models icon generative-models

Annotated, understandable, and visually interpretable PyTorch implementations of: VAE, BIRVAE, NSGAN, MMGAN, WGAN, WGANGP, LSGAN, DRAGAN, BEGAN, RaGAN, InfoGAN, fGAN, FisherGAN

language-modeling icon language-modeling

Language modeling on the Penn Treebank (PTB) corpus using a trigram model with linear interpolation, a neural probabilistic language model, and a regularized LSTM.

lexrank icon lexrank

LexRank for ranking documents containing some keyword or keyphrase using cosine similarities of either naive, tfidf, or idf-modified-cosine. Non-query ranking also supported.

lidar-viz icon lidar-viz

Visualizations that I created while at Clemson University developing methods for the visualization of light detection and ranging (LIDAR) data.

machine-translation icon machine-translation

Neural machine translation on the IWSLT-2016 dataset of Ted talks translated between German and English using sequence-to-sequence models with/without attention and beam search.

ml-from-scratch icon ml-from-scratch

Implementations of basic machine learning algorithms using only numpy, pandas, and matplotlib.

numerical-methods icon numerical-methods

Methods in numerical analysis. Includes: Lagrange interpolation, Chebyshev polynomials for optimal node spacing, iterative techniques to solve linear systems (Gauss-Seidel, Jacobi, SOR), SVD, PCA, and more.

project-euler icon project-euler

Solutions that I have coded to a variety of projecteuler.net problems in Python and MATLAB.

sentiment-classification icon sentiment-classification

Neural sentiment classification of text using the Stanford Sentiment Treebank (SST-2) movie reviews dataset, logistic regression, naive bayes, continuous bag of words, and multiple CNN variants.

tensorflow icon tensorflow

An Open Source Machine Learning Framework for Everyone

text-cluster icon text-cluster

Offline and online (i.e., real-time) annotated clustering methods for text data.

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