README.md

metadata

tags:
  - SpaceInvadersNoFrameskip-v4
  - deep-reinforcement-learning
  - reinforcement-learning
  - custom-implementation
library_name: cleanrl
model-index:
  - name: DQN
    results:
      - task:
          type: reinforcement-learning
          name: reinforcement-learning
        dataset:
          name: SpaceInvadersNoFrameskip-v4
          type: SpaceInvadersNoFrameskip-v4
        metrics:
          - type: mean_reward
            value: 705.50 +/- 237.55
            name: mean_reward
            verified: false

DQN SpaceInvadersNoFrameskip-v4

Hyperparameters

{'batch_size': 32,
 'buffer_size': 100000,
 'capture_video': False,
 'cuda': True,
 'end_e': 0.01,
 'env_id': 'SpaceInvadersNoFrameskip-v4',
 'exp_name': 'dqn_atari_e',
 'exploration_fraction': 0.1,
 'gamma': 0.99,
 'hf_entity': 'mallycrip',
 'learning_rate': 0.0001,
 'learning_starts': 80000,
 'save_model': False,
 'seed': 1,
 'start_e': 1,
 'target_network_frequency': 1000,
 'tau': 1.0,
 'torch_deterministic': True,
 'total_timesteps': 10000000,
 'track': False,
 'train_frequency': 4,
 'upload_model': True,
 'wandb_entity': None,
 'wandb_project_name': 'cleanRL'}