metadata

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: '-40.01 +/- 76.54'
            name: mean_reward
            verified: false

PPO Agent Playing LunarLander-v2

This is a trained model of a PPO agent playing LunarLander-v2.

Hyperparameters

{'seed': 42069
'capture_video': True
'learning_rate': 0.0003
'eps': 1e-05
'num_steps': 1024
'total_timesteps': 2500000
'anneal_lr': True
'gae': True
'gamma': 0.999
'gae_lambda': 0.95
'update_epochs': 4
'num_minibatches': 4
'clip_coef': 0.2
'norm_adv': True
'clip_vloss': True
'ent_coef': 0.01
'vf_coef': 0.5
'max_grad_norm': 0.5
'target_kl': None
'batch_size': 8192
'minibatch_size': 2048
'env_id': 'LunarLander-v2'}