Machine Learning, Gradient Boosting, Data Science, Towards Data Science, Loss Function.
10 times more penalty to positive residuals than negative residuals. The plot below illustrates how our custom loss function looks vs. the standard MSE loss function. The asymmetric MSE, as defined, is nice because it has an easy to compute gradient and hessian, which are plotted below. Note that