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Which approach usually performs best on tabular business data?

A Gradient boosted trees such as XGBoost, LightGBM or CatBoost
B Deep neural networks
C K-means clustering
D Naive Bayes

Answer

Gradient boosted trees such as XGBoost, LightGBM or CatBoost

Neural networks dominate on unstructured data such as images, audio and text, but rarely beat boosting on tabular problems.

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