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Nathan's Projects

bandit-pbt icon bandit-pbt

My research on improving Population Based Training.

datasmith icon datasmith

[WIP] ๐Ÿ”จ Create and convert machine learning datasets

disent icon disent

๐Ÿงถ Modular VAE disentanglement framework for python built with PyTorch Lightning โ–ธ Including metrics and datasets โ–ธ With strongly supervised, weakly supervised and unsupervised methods โ–ธ Easily configured and run with Hydra config โ–ธ Inspired by disentanglement_lib

doorway icon doorway

๐Ÿšช Essential utilities for working with files. Including easy downloading, fast hashing, stale file detection, dataset sharding, proxy downloading, file renaming

eunomia icon eunomia

๐Ÿ“œ A sane but flexible configuration framework inspired by Hydra config, with yaml and pythonic backends.

farmyard icon farmyard

WIP ๐Ÿง‘โ€๐ŸŒพ Minimal Reinforcement Learning Framework

ijcai-2023-overlooked-implications icon ijcai-2023-overlooked-implications

๐ŸŽจโ™Ÿ๏ธ๐Ÿš— Resources for "Overlooked Implications of the Reconstruction Loss for VAE Disentanglement" submitted to IJCAI 2023

lightning-nca icon lightning-nca

๐Ÿฆ โšก๏ธ Neural Cellular Automata (NCA) implemented with PyTorch Lightning

msc-research icon msc-research

๐ŸŽ“ Repository containing all the research for my MSc. "Disentanglement Using VAEs Resembles Distance Learning and Requires Overlapping Data" ๐Ÿ“œ This repo is an old fork of the disent framework that contains the original research code in its final state!

mscluster-status icon mscluster-status

๐Ÿ’ป Script that checks if the University of the Witwatersrand's Computing Cluster is down and posts the status to Discord. The script should be deployed to AWS Lambda and triggered by EventBridge.

mtg-dataset icon mtg-dataset

๐Ÿง™โ€โ™€๏ธ๐Ÿƒโœจ Magic the Gathering image dataset with automatic multithreaded downloading and optional conversion to HDF5.

mtg-ml icon mtg-ml

Machine Learning Models for Generating MTG Cards

py-just-upgrade icon py-just-upgrade

A fork of pyupgrade intended to selectively choose upgrades and remove some opinionated rules.

rldm-2022-sequential-states icon rldm-2022-sequential-states

โฑ๐Ÿƒ Additional resources for "Accounting for the Sequential Nature of States to Learn Features for Reinforcement Learning" submitted to RLDM 2022

ruck icon ruck

๐Ÿงฌ Modularised Evolutionary Algorithms For Python with Optional JIT and Multiprocessing (Ray) support. Inspired by PyTorch Lightning

slipform icon slipform

pythonflow decorator for generating dataflow graphs using natural syntax. [UNMAINTAINED]

stretched icon stretched

๐Ÿ๐Ÿ“ Python flexbox layout engine bindings for Stretch ๐Ÿ”—

stylegan3 icon stylegan3

Official PyTorch implementation of StyleGAN3

tonic-config icon tonic-config

๐Ÿ“œ Tonic is a lightweight configuration framework for Python, combining notable aspects of Gin and Sacred.

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