VisualizationsClassical Machine Learning

CatBoost & LightGBM

Answer two yes-or-no questions about your data to see which of three boosting tools fits it best: XGBoost, LightGBM or CatBoost.

Which One Fits Your Data?

Answer two questions about the dataset and see which member of the family fits best.

Is the data mostly categorical, like city or product type?

Is the dataset very large, in the millions of rows?

XGBoostGeneral purpose, a strong default

LightGBMBuilt for very large datasets

CatBoostBuilt for categorical features

Answer both questions above to see a recommendation.

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