Atlas · GenAI 2026
Gradient Boosting
Ensembles of gradient-boosted decision trees (XGBoost, LightGBM, CatBoost) — the workhorse for tabular prediction.
conceptPeak: 2018Supervised LearningAI consensus: 0/3
Prerequisites
It is a supervised ensemble method.
- mediumRegression Analysis
Boosting optimizes a differentiable loss over residuals.
Recommended reference
XGBoost: A Scalable Tree Boosting System — arXiv 1603.02754