rsokl
Physics & machine learning! Creator of hydra-zen, PLYMI, MyGrad, and the CogWorks course at BWSI
Pinned Repositories
CogWorks_2017_Info
Useful Information for CogWorks Summer 2017
custom_inherit
A Python package that provides tools for inheriting docstrings in customizable ways.
escape-from-automanual-testing
A three-hour tutorial on property-based testing with https://hypothesis.works
graph_strat
hypothesis-networkx strategy for drawing constrained graphs
Learning_Python
Source material for Python Like You Mean it
MyGrad
Drop-in autodiff for NumPy.
noggin
A simple tool for logging and plotting measurements during machine learning experiments
phantom-tensors
Tensor-like types – with variadic shapes – that support both static and runtime type checking, and convenient parsing
PythonReview
Basic Python overview
testing-tutorial
Property-based testing tutorial
rsokl's Repositories
rsokl/MyGrad
Drop-in autodiff for NumPy.
rsokl/Learning_Python
Source material for Python Like You Mean it
rsokl/custom_inherit
A Python package that provides tools for inheriting docstrings in customizable ways.
rsokl/testing-tutorial
Property-based testing tutorial
rsokl/noggin
A simple tool for logging and plotting measurements during machine learning experiments
rsokl/phantom-tensors
Tensor-like types – with variadic shapes – that support both static and runtime type checking, and convenient parsing
rsokl/graph_strat
hypothesis-networkx strategy for drawing constrained graphs
rsokl/albumentations
fast image augmentation library and easy to use wrapper around other libraries
rsokl/cog_datasets
Save machine learning data sets to a common location. (Educational resource)
rsokl/omegaconf
Flexible Python configuration system. The last one you will ever need.
rsokl/pooch
A friend to fetch your data files
rsokl/rsokl
rsokl/18337
18.337 - Parallel Computing and Scientific Machine Learning
rsokl/adversarial-attacks-pytorch
PyTorch implementation of adversarial attacks.
rsokl/bayesian-model-evaluation
Presented at Scipy Conference 2019
rsokl/cog_data
Hosts data for cogworks
rsokl/CogWorks_Exercises
rsokl/concurrency_exercise
rsokl/flax
Flax is a neural network library for JAX that is designed for flexibility.
rsokl/mlscratchpad
Misc. ML experiments that don't deserve their own repo
rsokl/mypy
Optional static typing for Python
rsokl/mypy_primer
Run mypy and pyright over millions of lines of code
rsokl/NeuralForceField
Neural Network Force Field based on PyTorch
rsokl/pytorch
Tensors and Dynamic neural networks in Python with strong GPU acceleration
rsokl/pytorch-lightning
The lightweight PyTorch wrapper for high-performance AI research. Scale your models, not the boilerplate.
rsokl/rsokl_pyright_example
rsokl/shields
Concise, consistent, and legible badges in SVG and raster format
rsokl/stubby
debugging docs
rsokl/WhispersLectureMaterials
Describing how to perform the whispers clustering algorithm
rsokl/wilds
A machine learning benchmark of in-the-wild distribution shifts, with data loaders, evaluators, and default models.