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XGBoost vs LightGBM vs CatBoost · Gradient Boosting Libraries Compared

A practical comparison of the three major gradient boosting libraries — tree growth strategies, speed benchmarks, categorical feature handling, and when to use each one.

XGBoost vs LightGBM · 6 Real-World Benchmarks

A side-by-side comparison of XGBoost and LightGBM covering accuracy, training time, memory, categorical features, GPU, and inference speed.