Multiple Linear Regression Explained 🔥 | Supervised Machine Learning MultiplFeatures | ML Series #14
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Multiple Linear Regression Explained 🔥 | Supervised Machine Learning MultiplFeatures | ML Series #14
181 просмотр · 8 дней назад
Analytics To AI
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181 просмотр · 8 дней назад
🚀 MACHINE LEARNING SERIES #14
In this video, we are taking the next step in Supervised Learning and learning about MULTIPLE LINEAR REGRESSION 🔥
You already know Simple Linear Regression, where we use one feature to predict the target.
But what if we have MULTIPLE FEATURES?
For example:
🏠 Area of a House
🛏️ Number of Bedrooms
📍 Location / Other Features
💰 House Price
This is where Multiple Linear Regression comes into the picture!
In this video, I explain Multiple Linear Regression from the basics and show how multiple independent variables are used together to predict a continuous target.
📌 IN THIS VIDEO:
00:00 Introduction
00:30 What is Multiple Linear Regression?
01:30 Simple vs Multiple Linear Regression
02:30 Multiple Features
03:30 Multiple Linear Regression Formula
04:30 Understanding Coefficients
05:30 How the Model Makes Predictions
06:30 Regression Plane
07:30 Real-World Example
08:30 Summary
📚 What You'll Learn:
✅ Supervised Learning
✅ Multiple Linear Regression
✅ Independent & Dependent Variables
✅ Regression Equation
✅ Coefficients & Intercept
✅ Prediction using Multiple Features
✅ Regression Plane
✅ Real-world Machine Learning Example
🎯 This video is useful for:
• Beginners learning Machine Learning
• Data Science Students
• Python & ML Learners
• College Students
• Placement & Interview Preparation
If you're following my Machine Learning Series from the beginning, don't skip this episode! ❤️
🔥 NEXT STEP:
After understanding Multiple Linear Regression, we'll move towards more important Machine Learning concepts and models.
📌 Don't forget to:
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📤 Share with someone learning Machine Learning!
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