Bill Vander Lugt's repositories

LSAT

Solving LSAT Logic Puzzles

aws_scripts

Repository of useful scripts and instructions for using AWS

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Bios8366

Advanced Statistical Computing at Vanderbilt University's Department of Biostatistics

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Capstone_seq2seq_data

collecting results from seq2seq experiments

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Facebook-Messenger-Bot

Facebook chatbot that I trained to talk like me using Seq2Seq

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galvanize-capstone-project

NLP Analysis of Washington State Supreme Court Opinions for my capstone project at Galvanize

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Galvanize-Capstone-Project-1

A generative RNN-LSTM Deep Learning Model trained on Bach's Fugues and Preludes.

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gensim

Topic Modelling for Humans

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intro-spacy-nlp

An introduction to using spaCy for NLP and machine learning

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ISLR-python

An Introduction to Statistical Learning (James, Witten, Hastie, Tibshirani, 2013): Python code

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lectures

Oxford Deep NLP 2017 course

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models

Models built with TensorFlow

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Probabilistic-Programming-and-Bayesian-Methods-for-Hackers

aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)

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probabilistic-programming-intro

Introduction to probabilistic programming using PyMC3

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pymc3

Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Theano

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pythonrouge

Python wrapper for evaluating summarization quality by ROUGE package

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recurrentshop

Framework for building complex recurrent neural networks with Keras

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seq2seq

Sequence to Sequence Learning with Keras

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slides

Slide Decks for Denver Data Science Day

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spaCy

đź’« Industrial-strength Natural Language Processing (NLP) with Python and Cython

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spark-install

Installation guide for Apache Spark + Hadoop on Mac/Linux

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spark-talk

Materials for Spark talk at Big Data & Analytics Learning Series

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tensorflow

Computation using data flow graphs for scalable machine learning

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textacy

higher-level NLP built on spaCy

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tflearn

Deep learning library featuring a higher-level API for TensorFlow.

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web_app

using templates from Bootstrap

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