New essay: Stop worrying about class imbalance
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I published a new essay: Stop worrying about class imbalance.
The short version: if you care about calibrated probabilities, log loss already treats the base rate correctly. Resampling can be useful for a deliberate decision objective, but it is not a neutral fix for an imbalanced training set.