All Projects → wshuail → reinforcement_learning_with_Tensorflow

wshuail / reinforcement_learning_with_Tensorflow

Licence: other
Minimal implementations of reinforcement learning algorithms by Tensorflow

Programming Languages

python
139335 projects - #7 most used programming language

Projects that are alternatives of or similar to reinforcement learning with Tensorflow

Reinforcement Learning With Tensorflow
Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学
Stars: ✭ 6,948 (+24714.29%)
Mutual labels:  dqn, a3c, ddpg, actor-critic
Deep-Reinforcement-Learning-With-Python
Master classic RL, deep RL, distributional RL, inverse RL, and more using OpenAI Gym and TensorFlow with extensive Math
Stars: ✭ 222 (+692.86%)
Mutual labels:  dqn, a3c, ddpg, actor-critic
Deep Reinforcement Learning With Pytorch
PyTorch implementation of DQN, AC, ACER, A2C, A3C, PG, DDPG, TRPO, PPO, SAC, TD3 and ....
Stars: ✭ 1,345 (+4703.57%)
Mutual labels:  dqn, a3c, actor-critic
Deeprl Tensorflow2
🐋 Simple implementations of various popular Deep Reinforcement Learning algorithms using TensorFlow2
Stars: ✭ 319 (+1039.29%)
Mutual labels:  dqn, a3c, ddpg
Reinforcement Learning Algorithms
This repository contains most of pytorch implementation based classic deep reinforcement learning algorithms, including - DQN, DDQN, Dueling Network, DDPG, SAC, A2C, PPO, TRPO. (More algorithms are still in progress)
Stars: ✭ 426 (+1421.43%)
Mutual labels:  dqn, ddpg, actor-critic
Paddle-RLBooks
Paddle-RLBooks is a reinforcement learning code study guide based on pure PaddlePaddle.
Stars: ✭ 113 (+303.57%)
Mutual labels:  dqn, ddpg, actor-critic
Rlcycle
A library for ready-made reinforcement learning agents and reusable components for neat prototyping
Stars: ✭ 184 (+557.14%)
Mutual labels:  dqn, a3c, ddpg
Reinforcement Learning
Minimal and Clean Reinforcement Learning Examples
Stars: ✭ 2,863 (+10125%)
Mutual labels:  dqn, a3c, actor-critic
rl implementations
No description or website provided.
Stars: ✭ 40 (+42.86%)
Mutual labels:  dqn, ddpg, actor-critic
Minimalrl
Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)
Stars: ✭ 2,051 (+7225%)
Mutual labels:  dqn, a3c, ddpg
Machin
Reinforcement learning library(framework) designed for PyTorch, implements DQN, DDPG, A2C, PPO, SAC, MADDPG, A3C, APEX, IMPALA ...
Stars: ✭ 145 (+417.86%)
Mutual labels:  dqn, a3c, ddpg
Pytorch Drl
PyTorch implementations of various Deep Reinforcement Learning (DRL) algorithms for both single agent and multi-agent.
Stars: ✭ 233 (+732.14%)
Mutual labels:  dqn, ddpg, actor-critic
Deep Rl Keras
Keras Implementation of popular Deep RL Algorithms (A3C, DDQN, DDPG, Dueling DDQN)
Stars: ✭ 395 (+1310.71%)
Mutual labels:  dqn, a3c, ddpg
Pytorch Rl
Deep Reinforcement Learning with pytorch & visdom
Stars: ✭ 745 (+2560.71%)
Mutual labels:  dqn, a3c, actor-critic
Easy Rl
强化学习中文教程,在线阅读地址:https://datawhalechina.github.io/easy-rl/
Stars: ✭ 3,004 (+10628.57%)
Mutual labels:  dqn, a3c, ddpg
Machine Learning Is All You Need
🔥🌟《Machine Learning 格物志》: ML + DL + RL basic codes and notes by sklearn, PyTorch, TensorFlow, Keras & the most important, from scratch!💪 This repository is ALL You Need!
Stars: ✭ 173 (+517.86%)
Mutual labels:  dqn, ddpg, actor-critic
Deeprl
Modularized Implementation of Deep RL Algorithms in PyTorch
Stars: ✭ 2,640 (+9328.57%)
Mutual labels:  dqn, ddpg
Reinforcement learning
Reinforcement learning tutorials
Stars: ✭ 82 (+192.86%)
Mutual labels:  dqn, a3c
Hands On Intelligent Agents With Openai Gym
Code for Hands On Intelligent Agents with OpenAI Gym book to get started and learn to build deep reinforcement learning agents using PyTorch
Stars: ✭ 189 (+575%)
Mutual labels:  dqn, actor-critic
Chainerrl
ChainerRL is a deep reinforcement learning library built on top of Chainer.
Stars: ✭ 931 (+3225%)
Mutual labels:  dqn, actor-critic

Reinforcement Learning with Tensorflow

This is a series of tutorials about Reinforcement Learning implemented by Tensorflow.
These tutorials don't aim to reproduce the methods used in the original papers, but for algorithms in a quite easy version.
Generally they are for learning and basic understanding, but not production.

Algorithms

  1. Tabular Q Learning
  2. Sarsa
  3. DQN
  4. Double DQN
  5. Double DQN 2.0
  6. Double DQN with Portional Preoritized Experience Replay
  7. Dueling Double DQN
  8. Policy Gradient
  9. Actor Critic
  10. DDPG
  11. A3C
  12. A2C+PPO

More will be updated in the near future.

Dependency:

1.Python3
2.Tensorflow
3.gym
4.numpy
5.matplotlib

Setup and Run

git clone https://github.com/wangshuailong/reinforcement_learning_with_Tensorflow.git  
cd DQN (Or other folds you want)  
pytho3 run.py  

Reference:

  1. Movan Zhou
  2. Jaromír
  3. relaax
Note that the project description data, including the texts, logos, images, and/or trademarks, for each open source project belongs to its rightful owner. If you wish to add or remove any projects, please contact us at [email protected].