使用Gym库+keras实现强化学习算法

【时间】2019.12.11【题目】使用Gym库+keras实现强化学习算法一、Gym库介绍与使用gym 介绍二、例子Keras深度强化学习-- Policy Network与DQN实现相关资源：Paper：Policy Gradient:Policy gradient methods for reinforcement learning with function ...

C小C

2627人浏览 · 2019-12-11 16:17:03

C小C · 2019-12-11 16:17:03 发布

【时间】2019.12.11

【题目】使用Gym库+keras实现强化学习算法

一、Gym库介绍与使用

gym 介绍

二、例子

Keras深度强化学习-- Policy Network与DQN实现

Algorithm

#	Name	Paper
1	DQN	Playing Atari with Deep Reinforcement Learning
2	Nature DQN	Human-level control through deep reinforcement learning
3	Double DQN	Deep Reinforcement Learning with Double Q-learning
4	Dueling DQN	Dueling Network Architectures for Deep Reinforcement Learning
5	Actor-Critic	Actor-Critic Algorithms
6	Policy Network	Policy gradient methods for reinforcement learning with function approximation
7	DDPG	Continuous Control with Deep Reinforcement Learning
8	PPO_TF	Proximal Policy Optimization Algorithms
9	A3C	Asynchronous Methods for Deep Reinforcement Learning