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01 ·Machine Learning Basics·FREE·PAPER·11 min read Decision Trees and Gradient Boosting — Still the Champion on Tabular Data On data made of rows and columns, ensembles of decision trees are still the first thing to reach for. From the intuition behind a single split to boosting, what XGBoost and LightGBM actually do, and why neural networks have not taken this territory — built up from nothing.