Ryan Soklaski's repositories

MyGrad

Drop-in autodiff for NumPy.

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Learning_Python

Source material for Python Like You Mean it

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custom_inherit

A Python package that provides tools for inheriting docstrings in customizable ways.

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testing-tutorial

Property-based testing tutorial

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noggin

A simple tool for logging and plotting measurements during machine learning experiments

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phantom-tensors

Tensor-like types – with variadic shapes – that support both static and runtime type checking, and convenient parsing

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graph_strat

hypothesis-networkx strategy for drawing constrained graphs

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albumentations

fast image augmentation library and easy to use wrapper around other libraries

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cog_datasets

Save machine learning data sets to a common location. (Educational resource)

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omegaconf

Flexible Python configuration system. The last one you will ever need.

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pooch

A friend to fetch your data files

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18337

18.337 - Parallel Computing and Scientific Machine Learning

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adversarial-attacks-pytorch

PyTorch implementation of adversarial attacks.

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bayesian-model-evaluation

Presented at Scipy Conference 2019

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cog_data

Hosts data for cogworks

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flax

Flax is a neural network library for JAX that is designed for flexibility.

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mlscratchpad

Misc. ML experiments that don't deserve their own repo

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mypy

Optional static typing for Python

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mypy_primer

Run mypy and pyright over millions of lines of code

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NeuralForceField

Neural Network Force Field based on PyTorch

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pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

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pytorch-lightning

The lightweight PyTorch wrapper for high-performance AI research. Scale your models, not the boilerplate.

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shields

Concise, consistent, and legible badges in SVG and raster format

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stubby

debugging docs

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WhispersLectureMaterials

Describing how to perform the whispers clustering algorithm

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wilds

A machine learning benchmark of in-the-wild distribution shifts, with data loaders, evaluators, and default models.

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