Visual Studio Magazine

Gradient Boosting Regression Using C#

A machine learning gradient boosting regression system, also called a gradient boosting machine (GBM), predicts a single numeric value. A GBM is an ensemble (collection) of simple decision tree ...
US Geological Survey

Mapped predictions of manganese and arsenic in an alluvial aquifer using boosted regression trees

USGS Organization Massachusetts Water Science Center; National Water Quality Assessment Program; Lower Mississippi-Gulf Water Science Center; Geology, Geophysics, and Geochemistry Science Center ...
BIOENGINEER

Grid-Based Decision Trees Finally Get the Guarantees They Always Needed

A new Machine Learning study shows that greedy decision tree algorithms can stall with zero purity gain, and introduces ...
BIOENGINEER

Old-School Trees Beat Attention Models in Student Performance Prediction, Rigorous Benchmark Finds

A leakage-aware benchmark of seven models across three educational datasets found that Gradient Boosting outperformed ...

Can Gradient Boosting Beat Logistic Regression After Tuning?

Last time, I compared five methods side-by-side using the same table and the same data split. The evaluation scores (Macro F1 ...
Visual Studio Magazine

Gradient Boosting Regression Using C#

Dr. James McCaffrey from Microsoft Research presents a complete end-to-end demonstration of the gradient boosting regression technique, where the goal is to predict a single numeric value. Compared to ...