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mcgrche's Projects

astgcn-r-pytorch icon astgcn-r-pytorch

Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting, AAAI 2019, pytorch version

autonomousvehiclesimulation icon autonomousvehiclesimulation

Used Flow, Ray/RLlib and OpenAI Gym to simulate and train autonomous vehicles/human drivers in SUMO (Simulation of Urban Mobility)

dl4traffic icon dl4traffic

This is the repository for the collection of Deep Learning for Traffic Prediction Problems.

driveml icon driveml

A safe and efficient autonomous driving algorithm. Winner of the 2019 DriveML Huawei Autonomous Vehicles Challenge. Built using RLLib and SUMO.

easy-rl icon easy-rl

强化学习中文教程,在线阅读地址:https://datawhalechina.github.io/easy-rl/

flow icon flow

Computational framework for reinforcement learning in traffic control

garage icon garage

A toolkit for reproducible reinforcement learning research.

gnn4traffic icon gnn4traffic

This is the repository for the collection of Graph Neural Network for Traffic Forecasting.

ml-from-scratch icon ml-from-scratch

机器学习算法 基于西瓜书以及《统计学习方法》,当然包括DL。

reinforce icon reinforce

Reinforcement Learning Algorithm Package & PuckWorld, GridWorld Gym environments

reinforcejs icon reinforcejs

Reinforcement Learning Agents in Javascript (Dynamic Programming, Temporal Difference, Deep Q-Learning, Stochastic/Deterministic Policy Gradients)

rl-controlled-lights-and-i2v-sumo icon rl-controlled-lights-and-i2v-sumo

This is our Final Year Project in Bachelors. We try to avoid congestion on two levels i.e Intersection level and Infrastructure to Vehicle communication level.

rl-on-sumo icon rl-on-sumo

Demos of reinforcement learning on Simulation of Urban MObility

rllibsumoutils icon rllibsumoutils

Python3 library able to connect the RLLIB framework with the SUMO simulator.

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