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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: -220.61 +/- 116.23
+      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'
+'seed': 1
+'torch_deterministic': True
+'cuda': True
+'track': False
+'wandb_project_name': 'PPO'
+'wandb_entity': None
+'capture_video': False
+'env_id': 'LunarLander-v2'
+'total_timesteps': 100000
+'learning_rate': 0.0003
+'num_envs': 16
+'num_steps': 1024
+'anneal_lr': True
+'gae': True
+'gamma': 0.999
+'gae_lambda': 0.98
+'num_minibatches': 4
+'update_epochs': 4
+'norm_adv': True
+'clip_coef': 0.2
+'clip_vloss': True
+'ent_coef': 0.01
+'vf_coef': 0.5
+'max_grad_norm': 0.5
+'target_kl': None
+'repo_id': 'VinayHajare/ppo-LunarLander-v2-from-scratch'
+'batch_size': 16384
+'minibatch_size': 4096}
+  ```
+  

logs/events.out.tfevents.1703783441.68fce4a30bf5.3216.0

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model.pt

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results.json

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+{"env_id": "LunarLander-v2", "mean_reward": -220.6070337968803, "std_reward": 116.23288124835211, "n_evaluation_episodes": 10, "eval_datetime": "2023-12-28T17:11:16.373540"}