Fundamentals
Regression
Regression predicts a continuous numeric quantity.
How it works
A regression model learns how inputs shift a numeric target. Its errors retain magnitude, so missing by 20 usually matters more than missing by 2.
A concrete example
Illustrative: a model predicts 18.4 minutes for a trip whose observed time is 20.0 minutes.
Do not confuse it with Classification
regression outputs a quantity; classification selects a category.