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45 stars written in Python
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Python sample codes and textbook for robotics algorithms.

Python 24,164 6,654 Updated Feb 5, 2025

An open access book on scientific visualization using python and matplotlib

Python 10,791 996 Updated Jan 22, 2024

An elegant PyTorch deep reinforcement learning library.

Python 8,159 1,125 Updated Jan 26, 2025

PyTorch implementation of DQN, AC, ACER, A2C, A3C, PG, DDPG, TRPO, PPO, SAC, TD3 and ....

Python 4,094 864 Updated Mar 24, 2023

Motion planning algorithms commonly used on autonomous vehicles. (path planning + path tracking)

Python 2,292 584 Updated Jan 13, 2024

Using Keras and Deep Deterministic Policy Gradient to play TORCS

Python 718 266 Updated Dec 4, 2017

Reimplementation of DDPG(Continuous Control with Deep Reinforcement Learning) based on OpenAI Gym + Tensorflow

Python 559 177 Updated Sep 28, 2021

An OpenAI gym wrapper for CARLA simulator

Python 555 112 Updated Feb 14, 2022

Tools for accelerating safe exploration research.

Python 518 141 Updated Apr 2, 2023

LimSim & LimSim++: Integrated traffic and autonomous driving simulators with (M)LLM support

Python 449 37 Updated Jan 23, 2025

Roach: End-to-End Urban Driving by Imitating a Reinforcement Learning Coach. ICCV 2021.

Python 319 49 Updated Sep 23, 2023

kinds of reinforcement learning model by Pytorch

Python 303 74 Updated Mar 19, 2023

DSAC-v2; DSAC-T; DASC; Distributional Soft Actor-Critic

Python 283 33 Updated Nov 7, 2024

Interpretable End-to-end Urban Autonomous Driving with Latent Deep Reinforcement Learning

Python 249 39 Updated Mar 24, 2023

This repository hosts a customized PPO based agent for Carla. The goal of this project is to make it easier to interact with and experiment in Carla with reinforcement learning based agents -- this…

Python 239 56 Updated Nov 24, 2021

Implement Motion Planning for autonomous car on CARLA simulator

Python 152 36 Updated Dec 5, 2019

RL algorithms

Python 140 29 Updated Mar 7, 2021

Tools for launching multiple processes and for writing tests involving multiple processes.

Python 128 146 Updated Feb 5, 2025

Reinforcement Learning Agents Trained in the CARLA Simulator

Python 123 33 Updated Mar 23, 2020

RL in AutoPilot 自动驾驶强化学习:效果展示,框架设计、算法和训练经验文档等(部分开源,update from private repo: egocar)

Python 117 36 Updated Jul 12, 2019

Reinforcement-Learning-for-Decision-Making-in-self-driving-cars

Python 105 30 Updated Sep 18, 2018

Train auto_car in CARLA simulator with RL algorithms(SAC).

Python 98 12 Updated Apr 26, 2023

D3QN Pytorch

Python 57 7 Updated Dec 13, 2021

Using PyTorch and DDPG to play Torcs

Python 53 14 Updated Jan 5, 2019

Distributional Soft Actor Critic

Python 50 10 Updated Jun 6, 2020

CIVC ”AD Chauffeur杯”仿真算法挑战赛自动驾驶组决赛第二名云逸行-东北大学队开源项目 --- 20210916

Python 49 19 Updated Feb 11, 2022

Applying Constrained Policy Networks on Highway Environment

Python 38 3 Updated Jan 11, 2022
Python 36 8 Updated Jul 6, 2022

Applying RL methods for autonomous driving in Carla simulator.

Python 30 3 Updated Aug 6, 2022
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