Machine Learning
Advanced
Pro
LightGBM
Gradient boosting internals and hyperparameter mastery
25 min read
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1 enrolled
Understand how LightGBM builds sequential ensembles of trees, why leaf-wise growth outperforms level-wise, what every key hyperparameter controls, why a slow learning rate with more trees generalizes better, and how to diagnose and fix overfitting through regularization.