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aaron-lux.github.io

A multipurpose one page Bootstrap theme created by Start Bootstrap

brainstorm

Fast, flexible and fun neural networks.

cwrap

dataload

A collection of Torch dataset loaders

dnc

A TensorFlow implementation of the Differentiable Neural Computer.

dp

A deep learning library for streamlining research and development using the Torch7 distribution.

grid-lstm

Torch7 implementation of Grid LSTM as described here: http://arxiv.org/pdf/1507.01526v2.pdf

grid-lstm-tensorflow

Examples of using GridLSTM (and GridRNN in general) in tensorflow See https://www.tensorflow.org/api_docs/python/tf/contrib/rnn/GridLSTMCell

itorch

IPython kernel for Torch with visualization and plotting

lstm-neural-network-for-time-series-prediction

LSTM built using Keras Python package to predict time series steps and sequences. Includes sin wave and stock market data

neural-turing-machines

Attempt at implementing system described in "Neural Turing Machines." by Graves, Alex, Greg Wayne, and Ivo Danihelka. (http://arxiv.org/abs/1410.5401)

pomdps.jl

MDPs and POMDPs in Julia - An interface for working with discrete and continuous, fully and partially observable Markov decision processes.

publications

Scientific publications and presentations by Aaron Lux

pyemma

Python API for Emma's Markov Model Algorithms

quantecon.py

A community based Python library for quantitative economics

rllab

rllab is a framework for developing and evaluating reinforcement learning algorithms, fully compatible with OpenAI Gym.

rnn

Recurrent Neural Network library for Torch7's nn

sacred

Sacred is a tool to help you configure, organize, log and reproduce experiments developed at IDSIA.

sonnet

TensorFlow-based neural network library

steplearn

A Machine Learning project on applying Markov decision processes and Q-Learning on robot movement model.

tensorflow-rnn-shakespeare

Code from the "Tensorflow and deep learning - without a PhD, Part 2" session on Recurrent Neural Networks.

tensorflow_hmm

A tensorflow implementation of an HMM layer

torch-rl

A reinforcement learning package implemented in Torch