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Matthew Wilson's Projects

boxlcd icon boxlcd

box2D physics with low resolution and binarized rendering. Testbed to enable quick iteration on predictive modeling and robot learning research

carsim2d icon carsim2d

Simple top-down 2D car simulator made in C++ using box2D for physics and SFML for rendering.

domrand icon domrand

Reproducing results of Domain Randomization for Transferring Deep Neural Networks from Simulation to the Real World https://arxiv.org/abs/1703.06907

emcee_simulation icon emcee_simulation

Gazebo simulation of Utah Robotic Mining Project robot for NASA Robotic Mining Competition from 2016

generative_models icon generative_models

Implementations of fundamental deep generative models. Currently: Autoregressive models, VAEs, GANs, and Diffusion models.

maml_numpy icon maml_numpy

Implementation of MAML in numpy, deriving gradients and implementing backprop manually

phidgets_ros icon phidgets_ros

Simple ROS python driver for a few Phidgets devices (InterfaceKit, Encoder, Wheatstone bridge)

pololu_ros icon pololu_ros

Simple ROS python driver for Pololu Simple Motor Controller (non-daisy chained version here: https://github.com/utahrobotics/pololu_ros)

reinforce icon reinforce

Basic implementations of REINFORCE using neural networks. Just to help learn about RL initially. in both raw numpy and tensorflow.

rock_detector icon rock_detector

[abandoned] Domain randomization to train a CNN rock detector for NASA Robotic Mining Competition. See https://github.com/matwilso/domrand for more recent work in this direction, with better code

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