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algorithm

Gradient Boosting

intermediatesupervised
non parametricclassificationregressiontabular

Gradient Boosting builds a sequence of small models, each correcting the current ensemble's mistakes.

Mechanisms

boostingresidual fittingthreshold rules

Properties

ensemblenonlinear

Constraints

poor extrapolationsensitive to tuning

Practical profile

Explainability
medium
Training cost
medium
Inference cost
low
Data appetite
medium