Glossary Library

Technical GlossaryMachine Learning

LightGBM

A tree-based method that delivers fast and efficient boosting performance on large-scale tabular problems.

LightGBM is one of the modern members of the gradient boosting family, especially known for speed and memory efficiency. Through histogram-based learning and leaf-wise tree growth, it can deliver strong performance on large datasets. It is widely used in competitive tabular modeling tasks. However, because leaf-wise growth can increase overfitting risk, appropriate regularization is important.

You Might Also Like

Explore these concepts to continue your artificial intelligence journey.

Glossary Cover

veri-bilimi-ve-veri-yonetimi

Active Labeling

An approach that aims to optimize labeling cost by selecting the most useful or uncertain examples for annotation.

Glossary Cover

makine-ogrenmesi

Linear Regression

A fundamental regression algorithm that models the linear relationship between input variables and a target variable.

Glossary Cover

makine-ogrenmesi

Ridge Regression

A regression method with L2 regularization that reduces overfitting by penalizing coefficient magnitude.