What if you could predict tomorrow’s sales from past data, classify emails as spam, or estimate the chance of a loan default, all using simple formulas that fit on a sticky note? That’s the power of linear and parametric models. In this chapter, we’ll unpack the core ideas behind some of the most widely used predictive models, building intuition from straight lines to probability curves and neural networks.