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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. 👍 Subscribe for more: https://bit.ly/3lLybeP 🔗 Follow along: https://analyzingalpha.com/linear-reg... 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? 21:18 Variance Inflation Factor (VIF) Defined 22:21 Cross-Validation Explained 24:11 Linear Regression in Python Complete Walk-Through 24:24 Get Imports 26:31 Scale & Normalize Data 29:41 Create Train and Test Sets 33:28 Use Recursive Feature Elimination 35:48 Linear Models In-Detail 38:58 Cross-Validation using K-Folds #python #linear_regression #multiple_linear_regression #polynomial_regression #cross_validation #kfolds #variance_inflation_factor #recursive_feature_elimination #regression_visualization --- Videos are intended strictly for information, education, and entertainment purposes. Do not base any investment decisions based upon these materials. Please read the disclaimer: https://analyzingalpha.com/disclaimer ---