This portfolio demonstrates my learning from STA 631: Statistical Modeling. It includes five modeling objectives using the tidymodels framework in R, covering multiple regression, multinomial logistic regression, linear discriminant analysis, ridge regression, and polynomial regression. Reflections and results are included for each objective, showing model selection, evaluation, and interpretation.