Abstract: This PDSG workshop introduces basic concepts of simple linear regression in machine learning. Concepts covered are Slope of a Line, Loss Function, and Solving Simple Linear Regression Equation, with examples. Level: Fundamental Requirements: No prior programming or statistics knowledge required.