CatBoost vs XGBoost vs LightGBM | Machine Learning Algorithms Compared | Simplilearn

🔥Microsoft Applied Agentic AI: Systems Design & Impact - https://www.simplilearn.com/agentic-ai-course-training?utm_campaign=c-gT0DMZSnM&utm_medium=DescriptionFF&utm_source=Youtube 🔥AI Accelerator Program - From Prompts to Agentic Workflows - https://www.simplilearn.com/ai-accelerator-program?utm_campaign=c-gT0DMZSnM&utm_medium=DescriptionFF&utm_source=Youtube 🔥Microsoft Applied Generative AI and Agentic AI Specialization - https://www.simplilearn.com/microsoft-applied-ai-course?utm_campaign=c-gT0DMZSnM&utm_medium=DescriptionFF&utm_source=Youtube 🔥Virginia Tech Applied Agentic AI: Systems Design & Impact - https://www.simplilearn.com/vt-applied-agentic-ai-course?utm_campaign=c-gT0DMZSnM&utm_medium=DescriptionFF&utm_source=Youtube 🔥Michigan Engineering Generative AI Applications for Leaders - https://www.simplilearn.com/generative-ai-for-business-transformation?utm_campaign=c-gT0DMZSnM&utm_medium=DescriptionFF&utm_source=Youtube This video on XGBoost vs LightGBM vs CatBoost in 2026 by Simplilearn explains how these three popular gradient boosting algorithms work and how they compare in machine learning. Learn about decision trees, categorical data handling, training speed, GPU support, and the latest updates in 2026. Through a hands-on Python demo using Google Colab, we train all three models on the same dataset and compare their accuracy, AUC scores, and prediction speed. You'll also explore data preprocessing, feature importance using SHAP, and model performance evaluation. Whether you're a beginner, data science student, or machine learning engineer, this tutorial will help you understand the differences between XGBoost, LightGBM, and CatBoost and choose the right algorithm for your projects. Following are the topics covered in this tutorial on CatBoost vs XGBoost vs LightGBM: 00:00:00 Introduction to XGBoost vs LightGBM vs CatBoost 2026 00:01:23 Agenda 00:01:44 How Gradient Boosting Works 00:02:59 Introduction to XGBoost, LightGBM, and CatBoost 00:03:43 Tree Growth Strategies Explained 00:05:39 Handling Categorical Data 00:07:04 Training Speed and Scalability 00:08:15 What's New in 2026? 00:09:41 Quiz Question 00:09:54 Which Gradient Boosting Library Should You Choose? 00:11:56 Hands-on Demo: XGBoost vs LightGBM vs CatBoost 00:14:15 Loading and Preparing the Dataset 00:18:05 Training and Comparing All Three Models 00:19:44 Model Accuracy and Performance Comparison 00:21:55 Feature Importance Analysis Using SHAP 00:24:58 Final Results and Verdict 00:26:42 Outro Related Videos: ✅ 1. https://youtu.be/G7fPB4OHkys?si=8uJebdFtzbW8QQUk ✅ 2. https://youtu.be/ukzFI9rgwfU?si=2gWvoLX7fcXs8ALW ✅ 3. https://youtu.be/D6gtZrsYi6c?si=JKJ2GUKwHemqU6L7 ✅ 4. https://youtu.be/olFxW7kdtP8?si=Hi6B7WThB6h6LmEQ ✅ 5. https://youtu.be/cfSDvPlFFVQ?si=8PsEKSYpYRJRP2fC ✅Subscribe to our Channel to learn more about the top Technologies: https://bit.ly/2VT4WtH ⏩ Check out More AI Videos By Simplilearn: https://youtube.com/playlist?list=PLEiEAq2VkUULyr_ftxpHB6DumOq1Zz2hq ➡️ About Applied Agentic AI: Systems, Design & Impact #catboostvsxgboostvslightgbm #xgboostvslightgbmvscatboost #xgboostvscatboostvslightgbm #catboostvslightgbmv sxgboost #lightgbmvscatboostvsxgboost #catboostvslightgbmv sxgboostperformance #xgboostvslightgbm #xgboostlightgbmcatboost #catboostvslightgbm #lightgbmv sxgboost #lightgbmvscatboost #catboostvsxgboost #catboostxgboostlightgbmdifference #catboostvslightgbmprediction #xgboostvscatboost #gradientboostingxgboostlightgbmandcatboost #lightgbm #islightgbmbetterthanxgboost Key Features ✅ Master agentic AI systems, planning frameworks, multi-agent ecosystems, and product strategy in a 10-week, practitioner-level program ✅ Stay ahead of emerging AI trends through Simplilearn's AI Impact Studio and build the skills to identify AI opportunities, automate workflows, and build intelligent AI solutions ✅ Develop expertise in agentic frameworks, multi-agent systems, RAG, MCP, planning systems, workflow automation, and more ✅ W