M3 · Twenty Questions
Gradient Boosting
Tune learning rate, depth and number of trees, and say what each does.
Squared error is a bowl. Your prediction sits somewhere on its side. The slope under your foot says which way is down, and how steep. For squared error that slope is the leftover itself.