Linear Regression

Linear Regression
Basic Equations and Ordinary Least Squares (OLS) method
9 mins
The Problem Statement
2 mins
Assessing accuracy of predicted coefficients
15 mins
Assessing Model Accuracy: RSE and R squared
8 mins
Simple Linear Regression in R
8 mins
Multiple Linear Regression
5 mins
The F - statistic
9 mins
Interpreting results of Categorical variables
6 mins
Multiple Linear Regression in R
8 mins
Test-train split
10 mins
Bias Variance trade-off
7 mins
Test-Train Split in R
9 mins