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Gradient Boosting for Regression Problems With Example. – Introduction to Gradient Boosting. The goal of the blog post is to equip beginners with the basics of gradient boosting regression algorithm to aid them in building their first model.. Gradient Boosting for regression builds an additive model in a forward stage-wise fashion; it allows for the optimization of arbitrary differentiable loss functions.