Analysis of variance as a linear model: dummy coding and its three parameterisations, the between/within sums-of-squares split and the F-test, ANCOVA's adjusted means, nested factors, and interaction and polynomial terms.
Polynomial-Regression
Letting a regression function bend while keeping the fit linear in the data: polynomials, step functions, regression and natural splines, penalised splines and smoothing splines.