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Jack Etheredge's Projects

baselines icon baselines

Baselines for Neural MMO -- new users should treat this repo as a starter project

citylearn icon citylearn

Official reinforcement learning environment for demand response and load shaping

dlfs_code icon dlfs_code

Code for the book Deep Learning From Scratch, from O'Reilly September 2019

dsp icon dsp

Metis Data Science Bootcamp - Official Prework Repository

fastai icon fastai

The fastai deep learning library, plus lessons and tutorials

gdl_code icon gdl_code

The official code repository for examples in the O'Reilly book 'Generative Deep Learning'

glasses icon glasses

High-quality Neural Networks for Computer Vision 😎

guessing-game-0-100 icon guessing-game-0-100

Guessing game that gives you 10 tries to guess the number 0-100 and tells you whether your guess is too high or too low. (Originally debugged for Metis application.)

mnist-convolutional-neural-network-in-pytorch icon mnist-convolutional-neural-network-in-pytorch

MNIST convolutional neural network in Pytorch reusing the CIFAR10 network architecture and loading the MNIST dataset I downloaded myself rather than using the built-in MNIST data loader from torch vision.

predicting-early-hospital-readmissions icon predicting-early-hospital-readmissions

Predicting early hospital readmissions among diabetic patients. I used several supervised machine learning algorithms to predict early hospital readmissions based on a dataset available from UCI and performed a cost benefit analysis to optimize a threshold for recall and precision. I made a simple Flask prediction app as well.

project-guten-bag-of-words icon project-guten-bag-of-words

Project-guten-bag-of-words: Automatic genre grouping, similar book recommendation, and visualization of narrative patterns in Project Gutenberg books using unsupervised machine learning. This is an unsupervised learning project involving Project Gutenberg books. I built an associated dash app that’s also included.

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