What is linear regression?

Approach: Describe model and estimation method.

Models relationship between dependent variable Y and independent variables X: Y = Xβ + ε. Estimates β by minimizing sum of squared residuals: min_β ||Y-Xβ||².

Follow-up: What are the Gauss-Markov assumptions?

Key concepts: ordinary least squares, linear model, coefficients.