The article explains how Analysis of Variance (ANOVA) is used to compare groups based on different categories, unlike regression which uses numerical values. It discusses different types of ANOVA, such as univariate with one factor, factorial with multiple factors, and multivariate with multiple outcomes. It also covers ANOVA for repeated measurements and with numerical variables.