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Push agent to the Hub

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  1. README.md +63 -0
  2. replay.mp4 +0 -0
  3. results.json +1 -0
README.md ADDED
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+ ---
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+ tags:
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+ - CartPole-v1
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+ - ppo
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+ - deep-reinforcement-learning
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+ - reinforcement-learning
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+ - custom-implementation
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+ - deep-rl-course
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+ model-index:
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+ - name: PPO
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+ results:
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+ - task:
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+ type: reinforcement-learning
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+ name: reinforcement-learning
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+ dataset:
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+ name: CartPole-v1
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+ type: CartPole-v1
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+ metrics:
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+ - type: mean_reward
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+ value: 29.30 +/- 14.59
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+ name: mean_reward
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+ verified: false
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+ ---
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+
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+ # PPO Agent Playing CartPole-v1
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+
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+ This is a trained model of a PPO agent playing CartPole-v1.
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+
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+ # Hyperparameters
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+ ```python
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+ {'exp_name': 'ppo-experiment'
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+ 'repo_id': 'Priyam05/ppo-CartPole-v1'
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+ 'gym_id': 'CartPole-v1'
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+ 'learning_rate': 0.00025
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+ 'min_learning_rate_ratio': 0.1
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+ 'seed': 1
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+ 'total_timesteps': 25000
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+ 'torch_not_deterministic': False
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+ 'no_cuda': False
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+ 'capture_video': False
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+ 'hidden_size': 64
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+ 'num_hidden_layers': 1
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+ 'activation': 'tanh'
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+ 'num_checkpoints': 4
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+ 'num_envs': 4
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+ 'num_steps': 128
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+ 'no_lr_annealing': False
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+ 'no_gae': False
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+ 'gamma': 0.99
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+ 'gae_lambda': 0.95
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+ 'num_minibatches': 4
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+ 'num_update_epochs': 4
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+ 'no_advantage_normalization': False
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+ 'clip_coef': 0.2
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+ 'no_value_loss_clip': False
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+ 'ent_coef': 0.01
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+ 'vf_coef': 0.5
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+ 'max_grad_norm': 0.5
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+ 'target_kl': None
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+ 'batch_size': 512
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+ 'minibatch_size': 128}
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+ ```
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+
replay.mp4 ADDED
Binary file (4.05 kB). View file
 
results.json ADDED
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+ {"env_id": null, "mean_reward": 29.3, "std_reward": 14.588008774332431, "n_evaluation_episodes": 10, "eval_datetime": "2025-08-29T23:30:00.446563"}