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Multiple Linear Regression Description:
In this video, we will continue exploring Linear Regression, extending the regression model to multiple predictors, using Multiple Linear Regression in Python
Dataset used for this video: https://www.kaggle.com/datasets/thede...
Code: https://github.com/Aurelius2500/Multi...
A comprehensive coverage of Regression Models can be found in An Introduction to Statistical Learning, Chapter 3: https://www.statlearning.com/
How to plot Multiple Linear Regression with two predictors: https://aegis4048.github.io/mutiple_l...
Basics of reading data into Python: https://www.w3schools.com/python/pand...
How to install Anaconda and Spyder on your computer: https://docs.anaconda.com/anaconda/in...
0:00 Introduction and Data
4:10 The while loop for data reporting
12:00 Multiple Linear Regression
19:55 Another use of the while loop for Multiple Linear Regression
26:40 Statistical Inference with simpler models
33:35 Plotting to visualize multiple dimensions
37:25 The concept of the hyperplane and its relationship to the regression line
42:10 Predictions with Multiple Linear Regression