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@@ -289,3 +289,12 @@ Grid search cross validation: example
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- hyperparameter space = { (2,0.05) , (2,0.1) , (3,0.05), ... }
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- CV scores = { score , ... }
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- optimal hyperparameters = set of hyperparameters corresponding to the best CV score.
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Tuning a RF's Hyperparameters
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- Tuning is expensive
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Hyperparameter tuning:
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- computationally expensive,
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- sometimes leads to very slight improvement,
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- Weight the impact oftuning on the whole project.
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