|
|
--- |
|
|
tags: |
|
|
- ALE/KungFuMaster-v5 |
|
|
- A3C |
|
|
- ICM |
|
|
- reinforcement-learning |
|
|
- atari |
|
|
- ALE/KungFuMaster-v5 |
|
|
- KungFuMaster-v5 |
|
|
model-index: |
|
|
- name: A3C-ICM-KungFuMaster-v5 |
|
|
results: |
|
|
- task: |
|
|
type: reinforcement-learning |
|
|
name: reinforcement-learning |
|
|
dataset: |
|
|
name: ALE/KungFuMaster-v5 |
|
|
type: ALE/KungFuMaster-v5 |
|
|
metrics: |
|
|
- type: mean_reward |
|
|
value: 5750.00 +/- 1608.88 |
|
|
name: mean_reward |
|
|
verified: false |
|
|
--- |
|
|
|
|
|
# **A3C with ICM** Agent playing **ALE/KungFuMaster-v5** |
|
|
This is a trained model of a **A3C-ICM** agent playing **ALE/KungFuMaster-v5** . |
|
|
|
|
|
|
|
|
## Codes |
|
|
|
|
|
Github repos(Give a star if found useful): |
|
|
* https://github.com/hishamcse/Advanced-DRL-Renegades-Game-Bots |
|
|
* https://github.com/hishamcse/DRL-Renegades-Game-Bots |
|
|
* https://github.com/hishamcse/Robo-Chess |
|
|
|
|
|
Kaggle Notebook: |
|
|
* https://www.kaggle.com/code/syedjarullahhisham/drl-extra-personal-adv-drl-a3c-icm-kungfu-master |
|
|
|
|
|
|
|
|
# Hyperparameters |
|
|
|
|
|
``` |
|
|
"envid": "ALE/KungFuMaster-v5", |
|
|
"learningrate": 0.0002, |
|
|
"tau": 1.0, |
|
|
"num_local_step": 50, |
|
|
"num_global_step": 380000, |
|
|
"gamma": 0.99, |
|
|
"lambda": 0.1, |
|
|
"eta": 0.2, |
|
|
"beta": 0.2, |
|
|
"max_actions": 500 |
|
|
``` |
