Ensemble Learning Techniques in Machine Learning | Bootstrap Aggregataion (Bagging) vs Boosting

In statistics and machine learning, ensemble methods use multiple learning algorithms to obtain better predictive performance than could be obtained from any of the constituent learning algorithms alone. Unlike a statistical ensemble in statistical mechanics, which is usually infinite, a machine learning ensemble consists of only a concrete finite set of alternative models, but typically allows for much more flexible structure to exist among those alternatives. In this video, we will be talking about Ensemble Learning, when & where to use them, and the two different types of Ensemble Learning, along with basic differences in various algorithms. At the end of the lecture, we will also go through a practical code for better understanding. 𝐓𝐢𝐦𝐞𝐋𝐢𝐧𝐞: ✅ 00:00 Introduction ✅ 00:13 What is Ensemble Learning? ✅ 01:14 What are Standalone Models? ✅ 04:25 Why do we use Ensemble Learning? ✅ 05:22 When & Where do we use Ensemble Learning? ✅ 06:20 Types of Ensemble Learning: Bootstrap Aggregation (Bagging) & Boosting ✅ 06:44 Bootstrap Aggregation (Bagging) ✅ 10:12 Boosting ✅ 15:50 Practical Implementation: Codes 🔴 Code: https://bit.ly/3sRE1zT Subscribe our YouTube Channel and press the bell icon to get regular updates👇: https://bit.ly/3tt2eNY Join our Telegram Channel For Exclusive Data Science Resources👍 : https://bit.ly/3FzObsk Check Out Our Other Helpful Videos:😍 ➮ Data Analyst vs Data Scientist vs Data Engineer - Roles || Responsibilities & Skills https://bit.ly/3qsg2pL ➮Live Implementation of End To End Machine Learning Project With Deployment | Customer Churn https://bit.ly/3FqPQjF ➮ Build your own Alexa in 30 minutes using Python | NLP | Data Science https://bit.ly/3FFBWdP Follow us on: ✌️ 🔴 FACEBOOK: https://bit.ly/3I89SB4 🔴 INSTAGRAM: https://bit.ly/3GLSvFn 🔴 LINKEDIN: https://bit.ly/3fmwmCa Hello Friends , I am Satyajit Pattnaik, In my channel you will find every information about Data Science & Analytics which will help you become an expert Data Scientist or a Data Analyst along with which you would enjoy a loads of interesting and useful projects. More & more great stuffs coming soon, keep supporting & learning 🎓 THANKS FOR WATCHING 😊 #ensemblelearning #baggingvsboosting #satyajitpattnaik