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README.md
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---
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# **RND with CNN** Agent playing **SuperMarioBros-v0**
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This is a trained model of a **RND-CNN** agent playing **SuperMarioBros-v0** .
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To learn to use this model and train yours check this notebook on kaggle: https://www.kaggle.com/code/syedjarullahhisham/drl-extra-personal-unit-5-rnd-super-mario-bros
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## Codes
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Github repos(Give a star if found useful):
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* https://github.com/hishamcse/DRL-Renegades-Game-Bots
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* https://github.com/hishamcse/Advanced-DRL-Renegades-Game-Bots
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Kaggle Notebook:
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* https://www.kaggle.com/code/syedjarullahhisham/drl-extra-personal-unit-5-rnd-super-mario-bros
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* https://www.kaggle.com/code/syedjarullahhisham/drl-extra-personal-unit-5-rnd-montezuma-mario-bros
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# HyperParameters:
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```
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"trainmethod": "RND",
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"envid": "SuperMarioBros-v0",
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"maxstepperepisode": 18000,
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"learningrate": 0.0001,
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"numenv": 128,
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"numstep": 128,
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"gamma": 0.999,
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"intgamma": 0.99,
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"lambda": 0.95,
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"usegae": true,
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"clipgradnorm": 0.5,
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"entropy": 0.001,
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"epoch": 4,
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"minibatch": 4,
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"ppoeps": 0.1,
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"extcoef": 5.0,
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"intcoef": 1.0,
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"stickyaction": true,
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"actionprob": 0.25,
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"lifedone": false,
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"obsnormstep": 50
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```
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