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update readme

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@@ -30,8 +30,34 @@ TODO: Add your code
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  ```python
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- from stable_baselines3 import ...
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- from huggingface_sb3 import load_from_hub
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ...
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  ```
 
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  ```python
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+ import gym
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+
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+ from huggingface_sb3 import load_from_hub, package_to_hub, push_to_hub
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+ from huggingface_hub import notebook_login # To log to our Hugging Face account to be able to upload models to the Hub.
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+
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+ from stable_baselines3 import PPO
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+ from stable_baselines3.common.evaluation import evaluate_policy
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+ from stable_baselines3.common.env_util import make_vec_env
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+
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+ # Create the environment
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+ env = make_vec_env('LunarLander-v2', n_envs=16)
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+
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+ model = PPO(
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+ policy = 'MlpPolicy',
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+ env = env,
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+ n_steps = 1024,
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+ batch_size = 64,
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+ n_epochs = 4,
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+ gamma = 0.999,
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+ gae_lambda = 0.98,
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+ ent_coef = 0.01,
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+ verbose=1)
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+
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+ # Train it for 2,000,000 timesteps
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+ model.learn(total_timesteps=2000000)
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+ # Save the model
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+ model_name = "ppo-LunarLander-v2"
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+ model.save(model_name)
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  ...
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  ```