| tags: | |
| - SpaceInvadersNoFrameskip-v4 | |
| - deep-reinforcement-learning | |
| - reinforcement-learning | |
| - stable-baselines3 | |
| model-index: | |
| - name: DQN | |
| results: | |
| - task: | |
| type: reinforcement-learning | |
| name: reinforcement-learning | |
| dataset: | |
| name: SpaceInvadersNoFrameskip-v4 | |
| type: SpaceInvadersNoFrameskip-v4 | |
| metrics: | |
| - type: mean_reward | |
| value: 729.00 +/- 268.98 | |
| name: mean_reward | |
| verified: false | |
| # **DQN** Agent Playing **SpaceInvadersNoFrameskip-v4** | |
| This is a trained model of a **DQN** agent playing **SpaceInvadersNoFrameskip-v4**. | |
| To learn to use this model and train yours check Unit 3 of the Deep Reinforcement Learning Course: https://huggingface.co/deep-rl-course/unit3/introduction | |
| # Hyperparameters | |
| ```python | |
| {'batch_size': 32, | |
| 'buffer_size': 200000, | |
| 'end_e': 0.01, | |
| 'exploration_fraction': 0.1, | |
| 'gamma': 0.99, | |
| 'learning_rate': 0.0001, | |
| 'learning_starts': 80000, | |
| 'start_e': 1.0, | |
| 'target_network_frequency': 1000, | |
| 'tau': 1.0, | |
| 'total_timesteps': 2500000, | |
| 'train_frequency': 4} | |
| ``` | |