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  1. XGBoost

    Supports multiple languages including C++, Python, R, Java, Scala, Julia. Wins many data science and machine learning challenges. Used in production by multiple companies. Supports distributed …

  2. GitHub - dmlc/xgboost: Scalable, Portable and Distributed Gradient ...

    XGBoost is an optimized distributed gradient boosting library designed to be highly efficient, flexible and portable. It implements machine learning algorithms under the Gradient Boosting framework.

  3. XGBoost - Wikipedia

    XGBoost[2] (eXtreme Gradient Boosting) is an open-source software library which provides a regularizing gradient boosting framework for C++, Java, Python, [3] R, [4] Julia, [5] Perl, [6] and Scala.

  4. XGBoost - GeeksforGeeks

    Oct 24, 2025 · Traditional machine learning models like decision trees and random forests are easy to interpret but often struggle with accuracy on complex datasets. XGBoost short form for eXtreme …

  5. XGBoost Explained: A Beginner’s Guide - Medium

    Mar 24, 2024 · XGBoost, or Extreme Gradient Boosting, represents a cutting-edge approach to machine learning that has garnered widespread acclaim for its exceptional performance in tackling …

  6. XGBoost Documentation — xgboost 0.4 documentation

    XGBoost is short for eXtreme gradient boosting. This is a library that is designed, and optimized for boosted (tree) algorithms. The goal of this library is to push the extreme of the computation limits of …

  7. XGBoost - University of Washington

    XGBoost is an optimized distributed gradient boosting system designed to be highly efficient, flexible and portable. It implements machine learning algorithms under the Gradient Boosting framework.

  8. XGBoost Deep Dive: From Decision Trees to Gradient Boosted Power

    May 2, 2025 · You’ve likely heard the name XGBoost mentioned in machine learning circles, often in the context of winning competitions or powering recommendation engines. But what exactly is XGBoost, …

  9. What Is XGBoost and Why Does It Matter? | NVIDIA Glossary

    XGBoost, which stands for Extreme Gradient Boosting, is a scalable, distributed gradient-boosted decision tree (GBDT) machine learning library. It provides parallel tree boosting and is the leading …

  10. What is XGBoost? - IBM

    Jul 1, 2022 · XGBoost (eXtreme Gradient Boosting) is a distributed, open-source machine learning library that uses gradient boosted decision trees, a supervised learning boosting algorithm that …