Booster: An Accelerator for Gradient Boosting Decision Trees

Mingxuan He, T. N. Vijaykumar, Mithuna Thottethodi

We propose Booster, a novel accelerator for gradient boosting trees based on the unique characteristics of gradient boosting models. We observe that the dominant steps of gradient…