CS5446 Project: Team POGS

Quickstart

conda env create -f requirements_conda.yml

All trained models are stored in the saved folder.

Model	Notebook Name	Description
DQN	DQN-Optuna DQN-Optuna-EnvD	Optuna Tuning
DQN	DQN DQN-EnvD	Training Script
A2C	A2C-Optuna-EnvA-mini A2C-Optuna-EnvA A2C-Optuna-EnvB-mini A2C-Optuna-EnvB A2C-Optuna-EnvC-mini A2C-Optuna-EnvC A2C-Optuna-EnvD-v2 A2C-Optuna-EnvD	Optuna Tuning + Training Script
PPO	PPO-Optuna PPO-Optuna-EnvD	Optuna Tuning
PPO	PPO PPO-EnvD	Training Script
RPPO	RecurrentPPO_Optuna	Optuna Tuning
RPPO	RecurrentPPO_EnvA RecurrentPPO_EnvB RecurrentPPO_EnvC RecurrentPPO_EnvD	Training Script

Name		Name	Last commit message	Last commit date
Latest commit History 43 Commits
lib		lib
renders		renders
saved		saved
tensorboard		tensorboard
.gitignore		.gitignore
A2C-Optuna-EnvA-mini.ipynb		A2C-Optuna-EnvA-mini.ipynb
A2C-Optuna-EnvA.ipynb		A2C-Optuna-EnvA.ipynb
A2C-Optuna-EnvB-mini.ipynb		A2C-Optuna-EnvB-mini.ipynb
A2C-Optuna-EnvB.ipynb		A2C-Optuna-EnvB.ipynb
A2C-Optuna-EnvC-mini.ipynb		A2C-Optuna-EnvC-mini.ipynb
A2C-Optuna-EnvC.ipynb		A2C-Optuna-EnvC.ipynb
A2C-Optuna-EnvD-v2.ipynb		A2C-Optuna-EnvD-v2.ipynb
A2C-Optuna-EnvD.ipynb		A2C-Optuna-EnvD.ipynb
DQN-EnvD.ipynb		DQN-EnvD.ipynb
DQN-Optuna-EnvD.ipynb		DQN-Optuna-EnvD.ipynb
DQN-Optuna.ipynb		DQN-Optuna.ipynb
DQN.ipynb		DQN.ipynb
PPO-EnvD.ipynb		PPO-EnvD.ipynb
PPO-Optuna-EnvD.ipynb		PPO-Optuna-EnvD.ipynb
PPO-Optuna.ipynb		PPO-Optuna.ipynb
PPO.ipynb		PPO.ipynb
README.md		README.md
RecurrentPPO_EnvA.ipynb		RecurrentPPO_EnvA.ipynb
RecurrentPPO_EnvB.ipynb		RecurrentPPO_EnvB.ipynb
RecurrentPPO_EnvC.ipynb		RecurrentPPO_EnvC.ipynb
RecurrentPPO_EnvD.ipynb		RecurrentPPO_EnvD.ipynb
RecurrentPPO_Optuna.ipynb		RecurrentPPO_Optuna.ipynb
requirements_conda.yml		requirements_conda.yml
rlmodel_comparison.ipynb		rlmodel_comparison.ipynb