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dqn-pytorch

Concise pytorch implements of DRL algorithms, including REINFORCE, A2C, DQN, PPO(discrete and continuous), DDPG, TD3, SAC.

Python
1268
2 年前

DQN-Atari-Agents: Modularized & Parallel PyTorch implementation of several DQN Agents, i.a. DDQN, Dueling DQN, Noisy DQN, C51, Rainbow, and DRQN

Jupyter Notebook
122
4 年前

Deep Q-Learning (DQN) implementation for Atari pong.

Python
81
2 年前

PyTorch implementations of algorithms from "Reinforcement Learning: An Introduction by Sutton and Barto", along with various RL research papers.

Python
80
1 个月前
Python
67
10 天前

Graph-based Deep Q Network for Web Navigation

Python
47
6 年前

Important Note fastrl version 2 is being developed at fastrl. Note the link in the readme

Jupyter Notebook
39
4 年前

SUMO Pytorch Deep Reinforcement Learning Traffic Signal Control

Jupyter Notebook
39
3 年前

PyTorch implementation of the state-of-the-art distributional reinforcement learning algorithm Fully Parameterized Quantile Function (FQF) and Extensions: N-step Bootstrapping, PER, Noisy Layer, Dueling Networks, and parallelization.

Jupyter Notebook
31
5 年前

Solving Atari Pong Game w/ Duel Double DQN in Pytorch

Jupyter Notebook
30
5 年前

Implementation of Deep Reinforcement Learning algorithms in the Unity game engine.

Jupyter Notebook
24
4 年前

Reinforcement Learning - Implementation of Exercises, algorithms from the book Sutton Barto and David silver's RL course in Python, OpenAI Gym.

Jupyter Notebook
24
5 年前

Integrate AutoRL into DQN to implement a single traffic signal control system.

Python
18
1 年前