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Matthew Aitchison's Projects

atari-5 icon atari-5

Repo for the paper "Atari-5: Distilling the Arcade Learning Environment down to Five Games"

bootstrap icon bootstrap

Discounting based on uncertanty estimates from bootstrap samples rathern than timesteps.

cptv-download icon cptv-download

Bulk extract thermal video recordings from a Cacophony Project API server

crypto icon crypto

Collection of algorithms from MATH220.

gitignore icon gitignore

A collection of useful .gitignore templates

gym icon gym

A toolkit for developing and comparing reinforcement learning algorithms.

idris2 icon idris2

A purely functional programming language with first class types

mousemaze icon mousemaze

Experiments on history based methods for reinforcement learning on medium to large mazes.

omega icon omega

Calculate the first few bits of the omega constant.

perceptron icon perceptron

Examples from Machine Learning by Stephen Marsland

ppo icon ppo

Example implemention of the Proximal Policy Optimization algorithm

python-cptv icon python-cptv

Python parser for Cacophony Project Thermal Video (CPTV) files

raytracer icon raytracer

A raytracer written in C++ with GI and SSS.

rtg icon rtg

Rescue the General Game

sc2_il icon sc2_il

StarCraft II Bot by Imitation Learning

stable-baselines3-dna icon stable-baselines3-dna

PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.

summerscholar2018 icon summerscholar2018

Repo for work done at ANU Summer Scholarship 2018 (Feature Reinforcement Learning)

sutton icon sutton

Exercises for Richard Sutton and Andrew Barto's Reinforcement Learning book.

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