This R Markdown document contains solutions for Homework 2, covering K-Nearest Neighbors (KNN) classification vs. regression, multiple linear regression analysis on the Auto dataset, multiple regression on the Carseats dataset with qualitative predictors, and simple linear regression without an intercept. Includes diagnostic plots, model comparisons, and interpretation of coefficients.