This chapter covers statistical associations using regression analysis, including univariate distributions, correlations, OLS regression, logistic regression, and Lasso regression. It provides examples in R to illustrate these concepts, helping readers understand how to apply regression techniques to analyze data. The chapter also discusses alternative regression models and their applications.