Deep-Reinforcement-Learning-Practice

Practice of Deep Reinforcement Learning with Keras and gym.

Continuous updating...

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

Name	Name	Last commit message	Last commit date
Latest commit xiaochus modify AC_continuce,but still not stable. Apr 26, 2019 6b2efff · Apr 26, 2019 History 14 Commits
game	game	add game.	Nov 10, 2018
history	history	add A3C.	Apr 23, 2019
image	image	add A3C.	Apr 23, 2019
model	model	add A3C.	Apr 23, 2019
.gitignore	.gitignore	Initial commit	Oct 27, 2018
A3C_sparse.py	A3C_sparse.py	add A3C.	Apr 23, 2019
AC_continue.py	AC_continue.py	modify AC_continuce,but still not stable.	Apr 26, 2019
AC_sparse.py	AC_sparse.py	fix load problem.	Jan 10, 2019
DDPG.py	DDPG.py	fix load problem.	Jan 10, 2019
DQN.py	DQN.py	fix load problem.	Jan 10, 2019
DRL.py	DRL.py	fix pg.	Jan 3, 2019
DoubleDQN.py	DoubleDQN.py	fix load problem.	Jan 10, 2019
DuelingDQN.py	DuelingDQN.py	add DuelingDQN.	Jan 10, 2019
NatureDQN.py	NatureDQN.py	fix load problem.	Jan 10, 2019
PPO_TF.py	PPO_TF.py	add ppo withtensorflow.	Mar 29, 2019
PolicyNetwork.py	PolicyNetwork.py	fix load problem.	Jan 10, 2019
README.md	README.md	add A3C.	Apr 23, 2019