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README.md

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+---
+tags:
+- CartPole-v1
+- 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: CartPole-v1
+      type: CartPole-v1
+    metrics:
+    - type: mean_reward
+      value: 96.80 +/- 60.75
+      name: mean_reward
+      verified: false
+---
+
+  # PPO Agent Playing CartPole-v1
+
+  This is a trained model of a PPO agent playing CartPole-v1.
+
+  # Hyperparameters
+  ```python
+  {'exp_name': 'x'
+'env_id': 'CartPole-v1'
+'learning_rate': 0.00025
+'seed': 1
+'total_timesteps': 25000
+'torch_deterministic': True
+'cuda': True
+'track': False
+'wandb_project_name': 'ppo-implementation-details'
+'wandb_entity': None
+'capture_video': False
+'num_envs': 4
+'num_steps': 128
+'anneal_lr': True
+'gae': True
+'gamma': 0.99
+'gae_lambda': 0.95
+'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': 'kupru/ppo-CartPole-v1'
+'batch_size': 512
+'minibatch_size': 128}
+  ```
+  

logs/events.out.tfevents.1697023007.98e75dd18509.200.2

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model.pt

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results.json

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+{"env_id": "CartPole-v1", "mean_reward": 96.8, "std_reward": 60.74668715246947, "n_evaluation_episodes": 10, "eval_datetime": "2023-10-11T11:17:42.278439"}