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Update README.md

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@@ -32,4 +32,20 @@ model-index:
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  # Don't forget to check if you need to add additional attributes (is_slippery=False etc)
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  env = gym.make(model["env_id"])
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  ```
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-
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  # Don't forget to check if you need to add additional attributes (is_slippery=False etc)
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  env = gym.make(model["env_id"])
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  ```
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+
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+ This one is not easy to build with just a Q-table. It has taken a lot of training even to get him to occasionally slip into the prize.
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+
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+ To optimise him even further is probably going to take a different approach. To get this result I trained using the following parameters:
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+
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+ ```python
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+ {'env_id': 'FrozenLake-v1',
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+ 'max_steps': 200,
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+ 'n_training_episodes': 1000000,
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+ 'n_eval_episodes': 100,
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+ 'eval_seed': [],
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+ 'learning_rate': 0.9,
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+ 'gamma': 0.99,
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+ 'max_epsilon': 1,
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+ 'min_epsilon': 0.05,
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+ 'decay_rate': 0.0005,
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+ ```