Machine Learning, Gradient Boosting, Data Science, Towards Data Science, Loss Function.
this looks like in practice and do some experiments on simulated data. First, let’s assume that overestimates are much worse than underestimates. In addition, lets assume that squared loss is a good model for our error in either direction. To encode that, we defined a custom MSE function that gives