This project applies Linear Regression to predict vehicle fuel efficiency (Miles Per Gallon - MPG) based on various vehicle characteristics. The project covers the complete machine learning workflow, ...

They're pretty useful in regression problems to check whether a linear trend exists in the data or not. For example, in the image below, creating a linear model in the first case makes far more sense ...