LightGBM

AI/ML Fundamentals

High-performance gradient boosting by Microsoft

Uses histogram-based algorithms and leaf-wise growth for fast training on large datasets.

Learn more about concepts related to LightGBM

XGBoost

Efficient, scalable gradient boosting implementation

CatBoost

Gradient boosting with categorical features handling

Gradient Boosting

Ensemble method building models sequentially to reduce errors