XGBoost Courses and Certifications

1littlecoder

XGBoost and Data Leakage in Machine Learning - Day 14 of 30 Days of ML

1 review

Explore XGBoost and data leakage in machine learning. Learn to build optimized models, prevent leakage issues, and enhance your ML skills with practical tutorials and exercises.

• YouTube
• 37 minutes
• On-Demand
• Free Video

Databricks

Scaling XGBoost With Spark Connect ML on Grace Blackwell

Discover how to optimize XGBoost using NVIDIA's Grace Blackwell super chip and Spark Connect ML to handle terabytes of tabular data with enhanced GPU performance and scalability.

• YouTube
• 36 minutes
• On-Demand
• Free Video

Nvidia

Accelerated Machine Learning with XGBoost and RAPIDS on NVIDIA GPUs

Master XGBoost training and inference optimization using RAPIDS on NVIDIA GPUs, achieving 25x faster performance through hands-on practice with real taxi fare data in Google Colab.

• YouTube
• 20 minutes
• On-Demand
• Free Video

Great Learning

Introduction to XGBoost - Machine Learning Tutorial

Comprehensive tutorial on XGBoost: from basic principles to hands-on implementation. Learn gradient boosting, parameter tuning, and model evaluation for real-world machine learning applications.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

Rob Mulla

Supercharged Hyperparameter Tuning with GPU Accelerated XGBoost and Optuna

Master hyperparameter tuning for XGBoost using Optuna optimization and leverage GPU acceleration for 5-15x faster model training with practical examples and visualizations.

• YouTube
• 18 minutes
• On-Demand
• Free Video

Extreme Gradient Boosting with XGBoost

34 ratings at DataCamp

Learn the fundamentals of gradient boosting and build state-of-the-art machine learning models using XGBoost to solve classification and regression problems.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

10 Days: Prompt Engineering, Generative AI and Data Science

394 ratings at Udemy

All-in-One Prompt Engineering, Generative AI & Data Science Bootcamp: Build a Portfolio with GenAI & AI Agents Projects

• Udemy
• 14 hours 33 minutes
• On-Demand
• Paid Course

Decision Trees, Random Forests, AdaBoost & XGBoost in Python

1039 ratings at Udemy

Decision Trees and Ensembling techniques in Python. How to run Bagging, Random Forest, GBM, AdaBoost & XGBoost in Python

• Udemy
• 7 hours 20 minutes
• On-Demand
• Paid Course

Decision Trees, Random Forests, Bagging & XGBoost: R Studio

242 ratings at Udemy

Decision Trees and Ensembling techinques in R studio. Bagging, Random Forest, GBM, AdaBoost & XGBoost in R programming

• Udemy
• 5 hours 56 minutes
• On-Demand
• Paid Course

XGBoost

Learn to implement XGBoost for regression and classification, explore its mathematical foundations, and master advanced optimizations in Python.

• YouTube
• 2 hours 30 minutes
• On-Demand
• Free Video

DigitalSreeni

What Is XGBoost and Is It Really Better Than Random Forest and Deep Learning?

Explore XGBoost's advantages over Random Forest and Deep Learning, comparing performance and understanding its unique features for machine learning tasks.

• YouTube
• 21 minutes
• On-Demand
• Free Video

Julia Silge

Predict Housing Prices in Austin TX with Tidymodels and XGBoost

Explore feature engineering for boosted tree models using Austin housing data. Learn to incorporate text information as indicator variables and tune models for accurate price predictions.

• YouTube
• 52 minutes
• On-Demand
• Free Video

Microcredential

AWS Machine Learning Engineer Nanodegree

41 ratings at Udacity

Equip developers with AWS SageMaker skills to build and deploy ML models in production. Learn data science, model design, and best practices for real-world applications.

• Udacity
• 4 months 2 weeks 5 days 11 hours 36 minutes
• On-Demand
• Paid Course

Supervised Learning in R: Regression

13 ratings at DataCamp

In this course you will learn how to predict future events using linear regression, generalized additive models, random forests, and xgboost.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Credit Risk Modeling in Python

Learn how to prepare credit application data, apply machine learning and business rules to reduce risk and ensure profitability.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available