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Jacob Austin's Projects

cayman icon cayman

Cayman is a Jekyll theme for GitHub Pages

char-rnn-tensorflow icon char-rnn-tensorflow

Multi-layer long short-term memory (LSTM) char-level neural network implemented in Tensorflow

columbia-course-parser icon columbia-course-parser

A simple script to parse a page of the Columbia Directory of Classes into a useable class, and cross reference it with the CULPA gold and silver nugget rankings

computational-tools icon computational-tools

Tools for scientific computing and optimization, including gradient descent and Newton optimizers, as well as scientific animation and visualization tools.

coral icon coral

The Coral Programming Language: a blazingly-fast, gradually-typed Python compiler with optional static typing for optimization and safety.

demos icon demos

Python demos and utilities, mostly for machine learning and image formatting

examples icon examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

fancy-cd icon fancy-cd

A fancy version of the default Bash cd command that allows you to jump to previously visited directories

gradient-descent-tutorials icon gradient-descent-tutorials

A variety of Tensorflow and Numpy implementations of the gradient descent backpropogation algorithm for simple one and two layer networks

jaustin icon jaustin

A set of core personal libraries for Python programming

jax icon jax

Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

mrf icon mrf

GDAL-compatible file format driver designed for fast access to imagery

nerf-pytorch icon nerf-pytorch

A PyTorch implementation of NeRF (Neural Radiance Fields) that reproduces the results.

onearth icon onearth

High-performance web services for tiled raster imagery

open_spiel icon open_spiel

OpenSpiel is a collection of environments and algorithms for research in general reinforcement learning and search/planning in games.

pandas icon pandas

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

pipes icon pipes

A Python variant with Pipes and partial function completion

pytorch-alphazero icon pytorch-alphazero

An implementation of the 2017 DeepMind paper "Mastering the game of Go without human knowledge" for TicTacToe and Othello.

pytorch-dqn icon pytorch-dqn

PyTorch implementation of DeepMind's "Human-level control through deep reinforcement learning"

reinforcement-learning icon reinforcement-learning

Demonstrations, examples, and tutorials for reinforcement learning, including policy gradient and k-armed bandit problems.

renderer icon renderer

A python-based rendering and rasterizing library for stl files.

seam-carving icon seam-carving

Python and C++ implementations of the dynamic programming seam carving algorithm

stl-parser icon stl-parser

A simple parser for binary .stl geometry files in C++.

style-transfer icon style-transfer

Sample implementations of image-based style transfer in PytTorch

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