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Wouter Kool's Projects

arsm-1 icon arsm-1

Low-variance and unbiased gradient for backpropagation through categorical random variables, with application in variational auto-encoder and reinforcement learning. ICML 2019

artemis icon artemis

Artemis aims to get rid of all the boring, bureaucratic coding (plotting, file management, organizing experiments, etc) involved in machine learning projects, so you can get to the good stuff quickly.

baselines icon baselines

OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

hgs-cvrp icon hgs-cvrp

Modern implementation of the hybrid genetic search (HGS) algorithm specialized to the capacitated vehicle routing problem (CVRP). This code also includes an additional neighborhood called SWAP*.

jupyter-gym-vnc icon jupyter-gym-vnc

A Docker image to run the OpenAI Gym environment in Jupyter notebooks. No host system X11 support needed, graphical parts of the Gym are visible by VNC.

leela-zero icon leela-zero

Go engine with no human-provided knowledge, modeled after the AlphaGo Zero paper.

mniset icon mniset

MNIST like dataset with SET card images

pygcn icon pygcn

Graph Convolutional Networks in PyTorch

pytorch-a2c-ppo-acktr icon pytorch-a2c-ppo-acktr

PyTorch implementation of Advantage Actor Critic (A2C), Proximal Policy Optimization (PPO) and Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation (ACKTR).

reinforcement-learning icon reinforcement-learning

Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.

rl4co icon rl4co

A PyTorch library for all things Reinforcement Learning (RL) for Combinatorial Optimization (CO)

self-critical.pytorch icon self-critical.pytorch

Unofficial pytorch implementation for Self-critical Sequence Training for Image Captioning. and others.

vrplib icon vrplib

Python library for reading and downloading benchmark instances from the Capacitated Vehicle Routing Library (CVRPLIB).

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