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  1. XGBoost - Wikipedia

    The algorithm XGBoost works as Newton–Raphson in function space unlike gradient boosting that works as gradient descent in function space, a second order Taylor approximation is used in …

  2. What is the XGBoost algorithm and how does it work?

    Apr 23, 2025 · What is XGBoost Algorithm? XGBoost is a machine learning algorithm that belongs to the ensemble learning category, specifically the gradient boosting framework. It …

  3. XGBoost - GeeksforGeeks

    Oct 24, 2025 · It is an optimized implementation of Gradient Boosting and is a type of ensemble learning method that combines multiple weak models to form a stronger model. XGBoost uses …

  4. XGBoost - University of Washington

    XGBoost provides a parallel tree boosting (also known as GBDT, GBM) that solve many data science problems in a fast and accurate way. The same code runs on major distributed …

  5. 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 …

  6. XGBoost for Regression: Gradient Boosting Guide

    Oct 19, 2025 · XGBoost (Extreme Gradient Boosting) is an ensemble learning algorithm that constructs a predictive model by combining multiple "weak" learners, specifically decision trees.

  7. XGBoost: The Definitive Guide (Part 1) | Towards Data Science

    Aug 9, 2023 · In this series of articles we will cover XGBoost in depth, including the mathematical details of the algorithm, implementation of the algorithm in Python from scratch, an overview of …

  8. XGBoost Tutorial - Online Tutorials Library

    XGBoost (Extreme Gradient Boosting) is the optimized distributed gradient boosting toolkit which trains machine learning models in an efficient and scalable way. It is a form of ensemble …

  9. Mastering XGBoost: A Comprehensive Guide for Beginners

    Jul 2, 2025 · Algorithms once dominating leaderboards, like Random Forest and Support Vector Machines, gave way to a newcomer: the XGBoost algorithm. XGBoost (eXtreme Gradient …

  10. A Deep Dive into XGBoost With Code and Explanation - DZone

    Aug 8, 2025 · Explore the fundamentals and advanced features of XGBoost, a powerful boosting algorithm. Includes practical code, tuning strategies, and visualizations.