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datawhalechina /easy-rl

Star10.6k

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

reinforcement-learning deep-reinforcement-learning q-learning dqn policy-gradient sarsa a3c ddpg imitation-learning double-dqn dueling-dqn ppo td3 easy-rl

UpdatedMar 14, 2025
Jupyter Notebook

MorvanZhou /Reinforcement-learning-with-tensorflow

Star9.1k

Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学

machine-learning tutorial reinforcement-learning q-learning dqn policy-gradient sarsa tensorflow-tutorials a3c deep-q-network ddpg actor-critic asynchronous-advantage-actor-critic double-dqn prioritized-replay sarsa-lambda dueling-dqn deep-deterministic-policy-gradient proximal-policy-optimization ppo

UpdatedMar 31, 2024
Python

thu-ml /tianshou

Star8.3k

An elegant PyTorch deep reinforcement learning library.

pytorch dqn policy-gradient rl cql atari ddpg imitation-learning sac drl npg double-dqn trpo mujoco ppo a2c td3 bcq transferlab

UpdatedMar 15, 2025
Python

MorvanZhou /PyTorch-Tutorial

Star8.2k

Build your neural network easy and fast, 莫烦Python中文教学

python machine-learning tutorial reinforcement-learning neural-network regression cnn pytorch batch dropout generative-adversarial-network gan batch-normalization dqn classification rnn autoencoder pytorch-tutorial pytorch-tutorials

UpdatedMar 23, 2023
Jupyter Notebook

tensorlayer /TensorLayer

Star7.3k

Deep Learning and Reinforcement Learning Library for Scientists and Engineers

python google reinforcement-learning deep-learning neural-network tensorflow chatbot artificial-intelligence gan dqn imagenet tensorflow-tutorials object-detection a3c tensorlayer tensorflow-tutorial

UpdatedFeb 18, 2023
Python

udacity /deep-reinforcement-learning

Star5k

Repo for the Deep Reinforcement Learning Nanodegree program

reinforcement-learning deep-reinforcement-learning openai-gym pytorch dqn neural-networks reinforcement-learning-algorithms dynamic-programming hill-climbing ddpg cross-entropy openai-gym-solutions pytorch-rl ppo ml-agents rl-algorithms

UpdatedNov 16, 2023
Jupyter Notebook

MorvanZhou /Tensorflow-Tutorial

Star4.3k

Tensorflow tutorial from basic to hard, 莫烦Python 中文AI教学

machine-learning tutorial neural-network tensorflow regression cnn dropout generative-adversarial-network gan dqn classification rnn autoencoder tensorflow-tutorials deep-q-network

UpdatedOct 31, 2020
Python

andri27-ts /Reinforcement-Learning

Star4.3k

Learn Deep Reinforcement Learning in 60 days! Lectures & Code in Python. Reinforcement Learning + Deep Learning

machine-learning reinforcement-learning qlearning deep-learning deep-reinforcement-learning artificial-intelligence dqn deepmind evolution-strategies ppo a2c policy-gradients

UpdatedJun 30, 2020
Jupyter Notebook

sweetice /Deep-reinforcement-learning-with-pytorch

Star4.2k

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

algorithm deep-learning deep-reinforcement-learning pytorch dqn policy-gradient sarsa resnet a3c reinforce sac alphago actor-critic trpo ppo a2c actor-critic-algorithm td3

UpdatedMar 24, 2023
Python

AI4Finance-Foundation /ElegantRL

Star3.9k

Massively Parallel Deep Reinforcement Learning. 🔥

lightweight reinforcement-learning gae efficient pytorch stable dqn ddpg sac per multiple-gpu ppo a2c td3 model-free-rl drl-pytorch bipedalwalkerhardcore

UpdatedMar 14, 2025
Python

rlcode /reinforcement-learning

Star3.5k

Minimal and Clean Reinforcement Learning Examples

machine-learning reinforcement-learning deep-learning deep-reinforcement-learning dqn policy-gradient a3c deep-q-network actor-critic

UpdatedMar 24, 2023
Python

ShangtongZhang /DeepRL

Star3.3k

Modularized Implementation of Deep RL Algorithms in PyTorch

deep-reinforcement-learning rainbow pytorch dqn ddpg double-dqn dueling-network-architecture quantile-regression option-critic-architecture deeprl categorical-dqn ppo a2c prioritized-experience-replay option-critic td3

UpdatedApr 16, 2024
Python

PaddlePaddle /awesome-DeepLearning

Star3.3k

深度学习入门课、资深课、特色课、学术案例、产业实践案例、深度学习知识百科及面试题库The course, case and knowledge of Deep Learning and AI

nlp video reinforcement-learning detection cnn transformer gan dqn classification rnn sarsa segmentation recommender-system bert pose dssm tinybert dynabert

UpdatedJul 25, 2024
Jupyter Notebook

seungeunrho /minimalRL

Star3k

Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)

machine-learning reinforcement-learning deep-learning simple deep-reinforcement-learning pytorch dqn a3c reinforce ddpg sac acer ppo a2c policy-gradients

UpdatedApr 22, 2023
Python

tensorflow /agents

Star2.9k

TF-Agents: A reliable, scalable and easy to use TensorFlow library for Contextual Bandits and Reinforcement Learning.

reinforcement-learning tensorflow dqn multi-armed-bandits bandits contextual-bandits rl-algorithms tf-agents

UpdatedMar 12, 2025
Python

AminHP /gym-anytrading

Star2.2k

The most simple, flexible, and comprehensive OpenAI Gym trading environment (Approved by OpenAI Gym)

reinforcement-learning trading openai-gym q-learning forex dqn trading-algorithms stocks gym-environments trading-environments

UpdatedMar 14, 2024
Python

golbin /TensorFlow-Tutorials

Star2.1k

텐서플로우를 기초부터 응용까지 단계별로 연습할 수 있는 소스 코드를 제공합니다

tutorial deep-learning neural-network tensorflow word2vec chatbot cnn gan mnist dqn rnn autoencoder seq2seq inception

UpdatedJan 4, 2023
Python

Curt-Park /rainbow-is-all-you-need

Star1.9k

Rainbow is all you need! A step-by-step tutorial from DQN to Rainbow

reinforcement-learning rainbow pytorch dqn nbviewer gym-environment colab-notebook

UpdatedNov 10, 2024
Jupyter Notebook

carpedm20 /deep-rl-tensorflow

Star1.6k

TensorFlow implementation of Deep Reinforcement Learning papers

tensorflow deep-reinforcement-learning dqn

UpdatedJun 4, 2018
Python

keon /deep-q-learning

Star1.3k

Minimal Deep Q Learning (DQN & DDQN) implementations in Keras

reinforcement-learning deep-learning deep-reinforcement-learning dqn deep-q-network ddqn

UpdatedDec 4, 2020
Python

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