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a well-rounded model that performs good enough on the majority. (2) Mean Absolute Error (MAE) The Mean Absolute Error (MAE) is only slightly different in definition from the MSE, but interestingly provides almost exactly opposite properties! To calculate the MAE, you take the difference between