Linear Regression

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