Linear Regression in Python (Mini-Course)
Learn everything you need to know about linear regression in Python. This mini-course covers simple linear regression, multiple linear regression, polynomial regression, cross-validation, and more. š Subscribe for more: https://bit.ly/3lLybeP š Follow along: https://analyzingalpha.com/linear-regression-python 00:00 Introduction 02:40 What Is Regression Analysis? 04:02 Why Is It Called Regression? 05:45 Multiple Linear Regression 07:54 Ordinary Least Squares (OLS) 08:51 Squared Error Explained 08:18 Mean Squared Error Explained 09:44 Root Mean Squared Error Explained 12:24 What Is Polynomial Regression? 13:10 How to Determine Regression Performance 14:26 Simple Linear Regression in Python 16:44 Multiple Linear Regression in Python 17:55 Visualizing Multiple Linear Regression 19:38 p-values Explained 20:19 What Is Multicollinearity?