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 ...

Taking on the Kaggle Housing Prices Competition Part 9: Predicting with the Final Model and Submitting Results

IntroductionLast time, in Part 7, we tried Blending, which combines the predictions of the five models we tuned. As a result, ...
BIOENGINEER

Boosting models forecast Tabriz PM2.5 with mixed short- and multi-day skill

A study using 2013–2023 data from three aggregated Tabriz monitoring stations found that boosting models performed best for ...
Forbes

Harnessing AI And Gradient Boosting For Insurance Premium Modeling

Insurance premium modeling plays a crucial role in setting fair, accurate and competitive premiums in the industry. Actuarial teams, who specialize in risk management, use these models to predict the ...
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 ...
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 ...