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I wonder if there is a rough estimate or rule of thumb or the like to guess the optimal number of leafs and trees in a random forest?

Or would you just use a hyperparameter search method?

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Hyperparameter search would be a useful method to find the number of leaves and trees for a Random Forest model.

The number of leaves and trees for a Random Forest model will vary widely based on the dataset.

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