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Sam's Projects

artiste icon artiste

The idea here was to teach an RNN to draw, pixel by pixel, over a template image using DDPG

baby-a3c icon baby-a3c

A high-performance Atari A3C agent in 180 lines of PyTorch

baselines icon baselines

Simple MNIST baselines for 1) numpy backprop 2) dense nns 3) cnns 3) seq2seq

compton icon compton

Exploring the quantum nature of light with compton scattering

crypto-rnn icon crypto-rnn

Learning the Enigma with Recurrent Neural Networks

dlfun icon dlfun

Forays into the world of deep learning using TensorFlow

dnc icon dnc

Differentiable Neural Computer in TensorFlow

mnist-gan icon mnist-gan

Generative Adversarial Networks for the MNIST dataset

mnist1d icon mnist1d

A 1D analogue of the MNIST dataset for measuring spatial biases and answering Science of Deep Learning questions.

mr_london icon mr_london

A LSTM recurrent neural network implemented in pure numpy

ncf icon ncf

Nature's Cost Function (NCF). Finding paths of least action with gradient descent.

np_nets icon np_nets

Neural network experiments written purely in numpy

optimize_wing icon optimize_wing

We simulate a wind tunnel, place a rectangular occlusion in it, and then use gradient descent to turn the occlusion into a wing.

papers icon papers

Paper reviews for my work with the XAI group at Oregon State

pderl icon pderl

Code for "Proximal Distilled Evolutionary Reinforcement Learning", accepted at AAAI 2020

psi0nn icon psi0nn

A neural network quantum ground state solver

pythonic_ocr icon pythonic_ocr

A convolutional neural network implemented in pure numpy.

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