GitHub - Deepakgthomas/RL_Algorithms: Practicing various RL algorithms

Here is my implementation of popular RL algorithms. I referred many popular code bases while writing my implementations.

The algorithms I have implemented are -

DQN
PPO
DDQN
PG (Work needed)
DDPG (Work needed)
SAC (Work needed)

Trained Agents -

Name		Name	Last commit message	Last commit date
Latest commit History 86 Commits
.idea		.idea
.ipynb_checkpoints		.ipynb_checkpoints
alphago		alphago
runs		runs
saved_models		saved_models
LICENSE		LICENSE
README.md		README.md
actor_critic.py		actor_critic.py
actor_model.pt		actor_model.pt
actor_modelbreakout.pt		actor_modelbreakout.pt
actor_modelpong.pt		actor_modelpong.pt
cleanrl_sac.py		cleanrl_sac.py
critic_model pong.pt		critic_model pong.pt
critic_model.pt		critic_model.pt
ddpg_from_scratch.py		ddpg_from_scratch.py
ddpg_pendulum.zip		ddpg_pendulum.zip
ddqn.ipynb		ddqn.ipynb
dqn_cliffwalking.ipynb		dqn_cliffwalking.ipynb
dqn_cuda.ipynb		dqn_cuda.ipynb
dqn_cuda.py		dqn_cuda.py
dqn_non_image_cuda.py		dqn_non_image_cuda.py
dummy_envs.py		dummy_envs.py
dyna.py		dyna.py
linux_ppo_vec_envs_image copy.py		linux_ppo_vec_envs_image copy.py
linux_ppo_vec_envs_image.py		linux_ppo_vec_envs_image.py
mbrl.py		mbrl.py
policy_gradients.py		policy_gradients.py
policy_gradients_image.py		policy_gradients_image.py
ppo.py		ppo.py
ppo_cont_vec_envs_image.py		ppo_cont_vec_envs_image.py
ppo_copied_from_reddit.py		ppo_copied_from_reddit.py
ppo_single_env.py		ppo_single_env.py
ppo_vec_envs.py		ppo_vec_envs.py
ppo_vec_envs_image.py		ppo_vec_envs_image.py
ppo_vec_envs_image_inference.py		ppo_vec_envs_image_inference.py
procgen_prototype.py		procgen_prototype.py
q_learning_cliff_walking_environment.ipynb		q_learning_cliff_walking_environment.ipynb
sac.py		sac.py
sac_clean_rl.py		sac_clean_rl.py
sac_copying_cleanrl_approximator.py		sac_copying_cleanrl_approximator.py
sac_load.py		sac_load.py
saved_rl_breakout.gif		saved_rl_breakout.gif
saved_rl_videobreakout.gif		saved_rl_videobreakout.gif
saved_rl_videopong.gif		saved_rl_videopong.gif
sb3_ddpg.py		sb3_ddpg.py
sb3_ppo.py		sb3_ppo.py
sb3_ppo_envpool.py		sb3_ppo_envpool.py
tot_rewards.csv		tot_rewards.csv
tot_rewards_ddpg.csv		tot_rewards_ddpg.csv

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