CampusX Data Science Mentorship Program 2022-23 - XGBoost for Regression | XGBoost Part 2 | CampusX

🔍 Ever wondered how XGBoost works under the hood for regression tasks? 🚀 Welcome to *CampusX* !! In this tutorial, we'll unravel the mathematical intricacies of XGBoost for regression, guiding you through each step of the process. Whether you're a data scientist, a machine learning enthusiast, or someone eager to dive into the mathematical foundations of algorithms, this video is tailor-made for you. 📊 *Step-by-Step Guide* : *Introduction to XGBoost Regression* : Understand the fundamentals of XGBoost and its adaptability to regression problems. *Objective Function for Regression* : Dive into the mathematical formulation of the objective function, exploring how XGBoost minimizes the difference between predicted and actual values. *Gradient Boosting Algorithm* : Follow the step-by-step process of gradient boosting, where weak learners are sequentially added to the model to correct errors. *Regularization Techniques* : Explore how XGBoost incorporates regularization terms in the objective function to prevent overfitting and enhance model generalization. *Tree Building Process* : Break down the construction of individual decision trees and their role in improving the model's predictive power. *Prediction Calculation* : Learn how XGBoost calculates predictions for regression tasks, combining the outputs of multiple weak learners. 📈 *Hands-On Mathematical Calculation* : Witness a practical demonstration where we apply the mathematical concepts to a sample dataset, showcasing how XGBoost refines its predictions through each iteration. 📈 Original Research Paper: https://browse.arxiv.org/pdf/1603.02754.pdf 🔗 *XgBoost Series Videos* : XgBoost Introduction: https://www.youtube.com/watch?v=C6aDw4y8qJ0 XgBoost For Regression: https://www.youtube.com/watch?v=gmp2tS2joaA XgBoost For Classification: https://www.youtube.com/watch?v=mELtxVUNNrw Maths Behind XgBoost: https://www.youtube.com/watch?v=0Eo-_5bfers ============================ Do you want to learn from me? Check our affordable mentorship program at: https://learnwith.campusx.in ============================ 📱 Grow with us: CampusX' LinkedIn: https://www.linkedin.com/company/campusx-official CampusX on Instagram for daily tips: https://www.instagram.com/campusx.official My LinkedIn: https://www.linkedin.com/in/nitish-singh-03412789 Discord: https://discord.gg/PsWu8R87Z8 👍If you find this video helpful, consider giving it a thumbs up and subscribing for more educational videos on data science! 💭Share your thoughts, experiences, or questions in the comments below. I love hearing from you! ⌚Time Stamps⌚ 00:00 - Intro 00:59 - The problem statement 02:24 - Solution Overview 10:42 - Step by Step Calculation 34:12 - Final Decision Tree 44:32 - Original Paper ✨ Hashtags✨ #DataScience #MachineLearning #Deeplearning #CampusX #XGBoost #Regression #PredictiveModeling #algorithmexplained #TechTutorial #aiexplained