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MAE and MSE. If you’ve been paying attention, you might have noticed some similarities between the MAE / MSE and the MALE / RMSLE. In fact, there is a close connection between these two sets of metrics: specifically, optimizing for the MALE (or RMSLE) is the same as optimizing for the MAE (or MSE) on the log of the data. sibak uhamka login