A reinforcement learning framework
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Smart-Traffic-Signals-in-India-using-Deep-Reinforcement-Learning-and-Advanced-Computer-Visionby Ujwal2910
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We have used Deep Reinforcement Learning and Advanced Computer Vision techniques to for the creation of Smart Traffic Signals for Indian Roads. We have created the scripts for using SUMO as our environment for deploying all our RL models.
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Learning to Simulate Dynamic Environments with GameGAN (CVPR 2020)
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Roach: End-to-End Urban Driving by Imitating a Reinforcement Learning Coach
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Use Reinforcement Learning to train an autonomous driving agent in CARLA Simulator
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:black_joker: OpenAI Gym No Limit Texas Hold 'em Environment for Reinforcement Learning
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basic algorithms of reinforcement learning
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Adaptive crawler which uses Reinforcement Learning methods
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The Fast Downward domain-independent classical planning system
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self-studying the Sutton & Barto the hard way
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A collection of MuJoCo based environments.
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Pytorch implementation of Distributed Proximal Policy Optimization: https://arxiv.org/abs/1707.02286
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A simple, yet elegant visualization of our stock trading RL agent environment.
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Official implementation of "Accelerating Reinforcement Learning with Learned Skill Priors", Pertsch et al., CoRL 2020
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Multi-Agent Adversarial Inverse Reinforcement Learning, ICML 2019.
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Implementation of selected reinforcement learning algorithms in Tensorflow. A3C, DDPG, REINFORCE, DQN, etc.
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A large-scale benchmark for co-optimizing the design and control of soft robots, as seen in NeurIPS 2021.
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Reinforcement Learning Testbed for Power Consumption Optimization using EnergyPlus
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Reinforcement Learning for finance
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An Structural Application of Reinforcement Learning in Pair Trading
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A pytorch based Gomoku game model. Alpha Zero algorithm based reinforcement Learning and Monte Carlo Tree Search model.
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Python 142 Version:Current
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License: No License (No License)Pytorch implementation for paper of "A DEEP REINFORCED MODEL FOR ABSTRACTIVE SUMMARIZATION". https://arxiv.org/abs/1705.04304
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:sparkles: A plotter for reinforcement learning (RL)
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SoftGym is a set of benchmark environments for deformable object manipulation.
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Python 141 Version:Current License: Permissive (MIT)
Simple Cartpole example writed with pytorch.
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Modular framework for Reinforcement Learning in python
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implement of prioritized experience replay
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pytorch-implementation of Dreamer (Model-based Image RL Algorithm)
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A framework to build and solve POMDP problems. Documentation: https://h2r.github.io/pomdp-py/
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Skill-tree rendering
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Automatically activate a conda environment when entering a folder with an environment.yml file
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(ICCV 2021, Oral) RL and distillation in CARLA using a factorized world model
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Spectrum sharing in vehicular networks based on multi-agent reinforcement learning, IEEE Journal on Selected Areas in Communications
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Share a benchmark that can easily apply reinforcement learning in Job-shop-scheduling
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MiniWoB++: a web interaction benchmark for reinforcement learning
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The multi-agent version of TORCS for developing control algorithms for fully autonomous driving in the cluttered, multi-agent settings of everyday life.
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Scripts and tools to easily communicate with DeepGTAV. In the future a self-driving agent will be implemented.
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Autonomous Navigation of UAV using Reinforcement Learning algorithms.
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Source code for the dissertation: "Multi-Pass Deep Q-Networks for Reinforcement Learning with Parameterised Action Spaces"
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Unofficial Pytorch code for "Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models"
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reinforcement-learningby carla-simulator
Python 133 Version:Current License: Proprietary (Proprietary)
Reinforcement learning baseline agent trained with the Actor-critic (A3C) algorithm.
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State Representation Learning (SRL) zoo with PyTorch - Part of S-RL Toolbox
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Reinforcement Learning in Keras on VizDoom
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An implementation of Monte Carlo Tree Search in python
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Code for ICLR 2019 paper: Learning when to Communicate at Scale in Multiagent Cooperative and Competitive Tasks
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Deep LSTM Duel DQN Reinforcement Learning Forex EUR/USD Trader
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Implementation of Inverse Reinforcement Learning Algorithm on a toy car in a 2D world problem, (Apprenticeship Learning via Inverse Reinforcement Learning Abbeel & Ng, 2004)
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anyrl-pyby unixpickle
A reinforcement learning framework
Python 151Updated: 4 y ago License: No License (No License)
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baby-a3cby greydanus
A high-performance Atari A3C agent in 180 lines of PyTorch
Python 151Updated: 4 y ago License: No License (No License)
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Smart-Traffic-Signals-in-India-using-Deep-Reinforcement-Learning-and-Advanced-Computer-Visionby Ujwal2910
We have used Deep Reinforcement Learning and Advanced Computer Vision techniques to for the creation of Smart Traffic Signals for Indian Roads. We have created the scripts for using SUMO as our environment for deploying all our RL models.
Python 151Updated: 2 y ago License: Permissive (MIT)
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GameGAN_codeby nv-tlabs
Learning to Simulate Dynamic Environments with GameGAN (CVPR 2020)
Python 151Updated: 4 y ago License: Proprietary (Proprietary)
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rllabplusplusby shaneshixiang
Python 150Updated: 4 y ago License: Proprietary (Proprietary)
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carla-roachby zhejz
Roach: End-to-End Urban Driving by Imitating a Reinforcement Learning Coach
Python 150Updated: 2 y ago License: Proprietary (Proprietary)
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rl_CARLAby zhangfuyang
Use Reinforcement Learning to train an autonomous driving agent in CARLA Simulator
Python 149Updated: 2 y ago License: No License (No License)
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holdemby wenkesj
:black_joker: OpenAI Gym No Limit Texas Hold 'em Environment for Reinforcement Learning
Python 149Updated: 2 y ago License: No License (No License)
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rl-tutorialsby johnjim0816
basic algorithms of reinforcement learning
Jupyter Notebook 149Updated: 2 y ago License: Permissive (MIT)
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deep-deepby TeamHG-Memex
Adaptive crawler which uses Reinforcement Learning methods
Jupyter Notebook 148Updated: 4 y ago License: No License (No License)
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downwardby aibasel
The Fast Downward domain-independent classical planning system
Python 147Updated: 2 y ago License: Strong Copyleft (GPL-3.0)
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rl-book-challengeby mtrazzi
self-studying the Sutton & Barto the hard way
Python 147Updated: 4 y ago License: Permissive (MIT)
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mj_envsby vikashplus
A collection of MuJoCo based environments.
Python 147Updated: 2 y ago License: Permissive (Apache-2.0)
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Pytorch-DPPOby alexis-jacq
Pytorch implementation of Distributed Proximal Policy Optimization: https://arxiv.org/abs/1707.02286
Python 146Updated: 4 y ago License: Permissive (MIT)
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Stock-Trading-Visualizationby notadamking
A simple, yet elegant visualization of our stock trading RL agent environment.
Python 145Updated: 4 y ago License: Permissive (MIT)
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spirlby clvrai
Official implementation of "Accelerating Reinforcement Learning with Learned Skill Priors", Pertsch et al., CoRL 2020
Python 145Updated: 2 y ago License: No License (No License)
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MA-AIRLby ermongroup
Multi-Agent Adversarial Inverse Reinforcement Learning, ICML 2019.
Python 144Updated: 2 y ago License: No License (No License)
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reinforcement_learningby yrlu
Implementation of selected reinforcement learning algorithms in Tensorflow. A3C, DDPG, REINFORCE, DQN, etc.
Python 144Updated: 2 y ago License: Permissive (MIT)
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evogymby EvolutionGym
A large-scale benchmark for co-optimizing the design and control of soft robots, as seen in NeurIPS 2021.
Python 144Updated: 2 y ago License: Permissive (MIT)
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rl-testbed-for-energyplusby IBM
Reinforcement Learning Testbed for Power Consumption Optimization using EnergyPlus
Python 143Updated: 2 y ago License: Permissive (MIT)
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dl4ir-query-reformulatorby nyu-dl
Python 143Updated: 4 y ago License: Permissive (BSD-3-Clause)
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DQNby jjakimoto
Reinforcement Learning for finance
Python 143Updated: 4 y ago License: No License (No License)
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Pair-Trading-Reinforcement-Learningby wai-i
An Structural Application of Reinforcement Learning in Pair Trading
Python 142Updated: 4 y ago License: Permissive (MIT)
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alpha_sigmaby pandezhao
A pytorch based Gomoku game model. Alpha Zero algorithm based reinforcement Learning and Monte Carlo Tree Search model.
Python 142Updated: 2 y ago License: No License (No License)
142Updated: 2 y ago License: No License (No License)Support
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A-DEEP-REINFORCED-MODEL-FOR-ABSTRACTIVE-SUMMARIZATIONby oceanypt
Pytorch implementation for paper of "A DEEP REINFORCED MODEL FOR ABSTRACTIVE SUMMARIZATION". https://arxiv.org/abs/1705.04304
Python 142Updated: 4 y ago License: No License (No License)
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rl-plotterby gxywy
:sparkles: A plotter for reinforcement learning (RL)
Python 142Updated: 2 y ago License: Permissive (MIT)
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softgymby Xingyu-Lin
SoftGym is a set of benchmark environments for deformable object manipulation.
C++ 142Updated: 3 y ago License: Permissive (BSD-3-Clause)
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Reinforcement-Learning-Pytorch-Cartpoleby g6ling
Simple Cartpole example writed with pytorch.
Python 141Updated: 2 y ago License: Permissive (MIT)
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coaxby coax-dev
Modular framework for Reinforcement Learning in python
Python 141Updated: 2 y ago License: Permissive (MIT)
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prioritized-experience-replayby Damcy
implement of prioritized experience replay
Python 140Updated: 4 y ago License: Permissive (MIT)
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dreamer-pytorchby yusukeurakami
pytorch-implementation of Dreamer (Model-based Image RL Algorithm)
Python 140Updated: 2 y ago License: Permissive (MIT)
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pomdp-pyby h2r
A framework to build and solve POMDP problems. Documentation: https://h2r.github.io/pomdp-py/
Python 140Updated: 2 y ago License: Permissive (MIT)
140Updated: 2 y ago License: Permissive (MIT)Support
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skill-treeby nikomatsakis
Skill-tree rendering
Rust 140Updated: 2 y ago License: No License (No License)
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conda-auto-envby chdoig
Automatically activate a conda environment when entering a folder with an environment.yml file
Shell 140Updated: 4 y ago License: Permissive (BSD-3-Clause)
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WorldOnRailsby dotchen
(ICCV 2021, Oral) RL and distillation in CARLA using a factorized world model
Python 140Updated: 2 y ago License: Permissive (MIT)
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MARLspectrumSharingV2Xby le-liang
Spectrum sharing in vehicular networks based on multi-agent reinforcement learning, IEEE Journal on Selected Areas in Communications
Python 139Updated: 2 y ago License: No License (No License)
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Gymjspby Yunhui1998
Share a benchmark that can easily apply reinforcement learning in Job-shop-scheduling
HTML 139Updated: 2 y ago License: No License (No License)
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miniwob-plusplusby Farama-Foundation
MiniWoB++: a web interaction benchmark for reinforcement learning
HTML 139Updated: 2 y ago License: Permissive (MIT)
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MultiAgentTORCSby abhisheknaik96
The multi-agent version of TORCS for developing control algorithms for fully autonomous driving in the cluttered, multi-agent settings of everyday life.
Python 138Updated: 2 y ago License: No License (No License)
138Updated: 2 y ago License: No License (No License)Support
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VPilotby aitorzip
Scripts and tools to easily communicate with DeepGTAV. In the future a self-driving agent will be implemented.
Python 137Updated: 4 y ago License: Strong Copyleft (GPL-3.0)
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rl_ardroneby navuboy
Autonomous Navigation of UAV using Reinforcement Learning algorithms.
Python 137Updated: 2 y ago License: No License (No License)
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MP-DQNby cycraig
Source code for the dissertation: "Multi-Pass Deep Q-Networks for Reinforcement Learning with Parameterised Action Spaces"
Python 135Updated: 2 y ago License: Permissive (MIT)
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handful-of-trials-pytorchby quanvuong
Unofficial Pytorch code for "Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models"
Python 133Updated: 3 y ago License: No License (No License)
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reinforcement-learningby carla-simulator
Reinforcement learning baseline agent trained with the Actor-critic (A3C) algorithm.
Python 133Updated: 4 y ago License: Proprietary (Proprietary)
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srl-zooby araffin
State Representation Learning (SRL) zoo with PyTorch - Part of S-RL Toolbox
Python 132Updated: 4 y ago License: Permissive (MIT)
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VizDoom-Keras-RLby flyyufelix
Reinforcement Learning in Keras on VizDoom
Python 132Updated: 4 y ago License: Permissive (MIT)
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mctsby hildensia
An implementation of Monte Carlo Tree Search in python
Python 132Updated: 4 y ago License: Permissive (BSD-2-Clause)
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IC3Netby IC3Net
Code for ICLR 2019 paper: Learning when to Communicate at Scale in Multiagent Cooperative and Competitive Tasks
Python 132Updated: 4 y ago License: Permissive (MIT)
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RL-Forex-trader-LSTMby CodeLogist
Deep LSTM Duel DQN Reinforcement Learning Forex EUR/USD Trader
Python 132Updated: 2 y ago License: No License (No License)
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toyCarIRLby jangirrishabh
Implementation of Inverse Reinforcement Learning Algorithm on a toy car in a 2D world problem, (Apprenticeship Learning via Inverse Reinforcement Learning Abbeel & Ng, 2004)
Python 131Updated: 4 y ago License: Permissive (MIT)
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