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This repository contains implementations of several deep RL algorithm : DQN, PPO and DDPG. They can be used for ATARI games.

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MaximeSzymanski/DeepRL_Atari_implementation

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.idea
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runs/ppo/Pong
runs/ppo/Pong
 
 
weights/ppo
weights/ppo
 
 
ReadME.md
ReadME.md
 
 
ddpg.py
ddpg.py
 
 
dqn.py
dqn.py
 
 
ppo.py
ppo.py
 
 

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Implemented Algorithms

Results

Lunar Lander (DQN, PPO, DDPG)

Reward Curves

Algorithm Reward
DQN
PPO
DDPG (Continuous)

Training Video

Atari Pong (DQN, PPO)

Reward Curves

Algorithm Reward
DQN
PPO

Training video

Step 0 Step 900 000 Step 1 500 000 (final)

Atari Breakout (PPO)

Step 0 Step 900 000 Step 1 500 000 (final)

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This repository contains implementations of several deep RL algorithm : DQN, PPO and DDPG. They can be used for ATARI games.

Topics

reinforcement-learning deep-learning pytorch dqn atari ddpg ppo

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