MorvanZhou/Reinforcement-learning-with-tensorflow

Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学

Python

9,523

89 commits

updated Mar 31, 2024

See the code

README


Reinforcement Learning Methods and Tutorials

In these tutorials for reinforcement learning, it covers from the basic RL algorithms to advanced algorithms developed recent years.

If you speak Chinese, visit 莫烦 Python or my Youtube channel for more.

As many requests about making these tutorials available in English, please find them in this playlist: (https://www.youtube.com/playlist?list=PLXO45tsB95cIplu-fLMpUEEZTwrDNh6Ba)

Table of Contents

Some RL Networks

Deep Q Network

Double DQN

Dueling DQN

Actor Critic

Deep Deterministic Policy Gradient

A3C

Proximal Policy Optimization (PPO)

Curiosity Model

Donation

If this does help you, please consider donating to support me for better tutorials. Any contribution is greatly appreciated!

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

MorvanZhou/Reinforcement-learning-with-tensorflow

Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学

Python

9,523

89 commits

updated Mar 31, 2024

See the code

README


Reinforcement Learning Methods and Tutorials

In these tutorials for reinforcement learning, it covers from the basic RL algorithms to advanced algorithms developed recent years.

If you speak Chinese, visit 莫烦 Python or my Youtube channel for more.

As many requests about making these tutorials available in English, please find them in this playlist: (https://www.youtube.com/playlist?list=PLXO45tsB95cIplu-fLMpUEEZTwrDNh6Ba)

Table of Contents

Some RL Networks

Deep Q Network

Double DQN

Dueling DQN

Actor Critic

Deep Deterministic Policy Gradient

A3C

Proximal Policy Optimization (PPO)

Curiosity Model

Donation

If this does help you, please consider donating to support me for better tutorials. Any contribution is greatly appreciated!

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

Significant stargazers

Jiarui Fang(方佳瑞)

1,902 followers · starred Jan 2023

Nan Zhu

412 followers · starred Jun 2018

Ayushi Dalmia

105 followers · starred Sep 2017

Zhen Ju

47 followers · starred Jan 2019