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Created by Yandex, CatBoost is the master of Categorical Data (text labels).
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If Random Forests are a democracy, Gradient Boosting is a relay race.
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Created by Microsoft, LightGBM is XGBoost's biggest rival.
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How do you choose which algorithm to use?
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XGBoost is the steroid-injected version of Gradient Boosting.