This presentation provides a comprehensive analysis of Simple Linear Regression using the built-in R 'trees' dataset. It covers the theoretical foundation, data exploration, model fitting with ggplot2, interactive 3D visualization with plotly, and essential model diagnostics. This project fulfills the requirements for DAT 301, Homework 3.