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README.md

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+---
+tags:
+- LunarLander-v2
+- ppo
+- deep-reinforcement-learning
+- reinforcement-learning
+- custom-implementation
+- deep-rl-course
+model-index:
+- name: PPO
+  results:
+  - task:
+      type: reinforcement-learning
+      name: reinforcement-learning
+    dataset:
+      name: LunarLander-v2
+      type: LunarLander-v2
+    metrics:
+    - type: mean_reward
+      value: -109.02 +/- 35.48
+      name: mean_reward
+      verified: false
+---
+
+  # PPO Agent Playing LunarLander-v2
+
+  This is a trained model of a PPO agent playing LunarLander-v2.
+
+  # Hyperparameters
+  ```python
+  {'exp_name': 'ppo'
+'gym_id': 'LunarLander-v2'
+'learning_rate': 0.00025
+'seed': 1
+'total_timesteps': 100000
+'torch_deterministic': True
+'cuda': True
+'capture_video': False
+'num_envs': 4
+'num_steps': 128
+'batch_size': 512
+'anneal_lr': True
+'gae': True
+'gamma': 0.99
+'gae_lambda': 0.95
+'num_minibatches': 4
+'update_epochs': 4
+'normalize_advantages': True
+'clip_coefficient': 0.2
+'clip_value_loss': True
+'entropy_coefficient': 0.01
+'vf_coefficient': 0.5
+'max_gradient_norm': 0.5
+'repo_id': 'felixb85/ppo-LunarLander-v2'
+'minibatch_size': 128
+'env_id': 'LunarLander-v2'}
+  ```
+  

model.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:bc26766cac9746ca12249c4fb443206f48d5f3c54eb85d6afeeccc4090caf90b
+size 42469

results.json

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+{"env_id": "LunarLander-v2", "mean_reward": -109.02344514711778, "std_reward": 35.47524274053103, "n_evaluation_episodes": 10, "eval_datetime": "2023-08-21T21:45:06.655859"}