Update README.md
Browse files
    	
        README.md
    CHANGED
    
    | 
         @@ -1,3 +1,38 @@ 
     | 
|
| 1 | 
         
            -
            ---
         
     | 
| 2 | 
         
            -
            license: mit
         
     | 
| 3 | 
         
            -
             
     | 
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
| 
         | 
|
| 1 | 
         
            +
            ---
         
     | 
| 2 | 
         
            +
            license: mit
         
     | 
| 3 | 
         
            +
            tags:
         
     | 
| 4 | 
         
            +
              - reinforcement-learning
         
     | 
| 5 | 
         
            +
              - stable-baselines3
         
     | 
| 6 | 
         
            +
              - mujoco
         
     | 
| 7 | 
         
            +
              - ant-v4
         
     | 
| 8 | 
         
            +
              - ppo
         
     | 
| 9 | 
         
            +
            pipeline_tag: reinforcement-learning
         
     | 
| 10 | 
         
            +
            library_name: stable-baselines3
         
     | 
| 11 | 
         
            +
            model_name: PPO-Ant-v4
         
     | 
| 12 | 
         
            +
            ---
         
     | 
| 13 | 
         
            +
             
     | 
| 14 | 
         
            +
            # PPO - Ant-v4 🌟
         
     | 
| 15 | 
         
            +
             
     | 
| 16 | 
         
            +
            A Proximal Policy Optimization (PPO) agent trained with **stable-baselines3** on the MuJoCo **`Ant-v4`** environment.
         
     | 
| 17 | 
         
            +
             
     | 
| 18 | 
         
            +
            | | Details |
         
     | 
| 19 | 
         
            +
            |---|---|
         
     | 
| 20 | 
         
            +
            | Environment | `gymnasium==0.29` & `mujoco==2.3` (`Ant-v4`) |
         
     | 
| 21 | 
         
            +
            | Algorithm   | PPO (`stable-baselines3==2.3.0`) |
         
     | 
| 22 | 
         
            +
            | Timesteps   | **100 000** |
         
     | 
| 23 | 
         
            +
            | Policy      | `MlpPolicy` *(2 × 64 hidden, tanh)* |
         
     | 
| 24 | 
         
            +
            | Return (mean ± std) | ~ *964* |
         
     | 
| 25 | 
         
            +
            | Seed        | `0` |
         
     | 
| 26 | 
         
            +
             
     | 
| 27 | 
         
            +
            ## Hyper-parameters
         
     | 
| 28 | 
         
            +
             
     | 
| 29 | 
         
            +
            ```jsonc
         
     | 
| 30 | 
         
            +
            {
         
     | 
| 31 | 
         
            +
              "n_steps": 128,
         
     | 
| 32 | 
         
            +
              "batch_size": 64,
         
     | 
| 33 | 
         
            +
              "n_epochs": 20,
         
     | 
| 34 | 
         
            +
              "gamma": 0.99,
         
     | 
| 35 | 
         
            +
              "learning_rate": 3e-4,     
         
     | 
| 36 | 
         
            +
              "ent_coef": 0.0,           
         
     | 
| 37 | 
         
            +
              "clip_range": 0.2
         
     | 
| 38 | 
         
            +
            }
         
     |