Machine Learning

LightGBM

A fast gradient-boosting framework designed for large structured datasets.

LightGBM improves training efficiency through histogram-based feature grouping and leaf-wise tree growth. Instead of expanding every level evenly, it grows the leaf that offers the greatest reduction in loss.

This often makes it faster and more memory-efficient on large datasets. Leaf-wise growth can also overfit smaller datasets, so limits on tree depth and leaf count are important.

Also in Machine Learning

Supervised Learning Unsupervised Learning K-Means K-Nearest Neighbours Logistic Regression Linear Regression

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