This presentation demonstrates a complete data analysis workflow for simple linear regression. Using R's built in cars dataset, it covers data inspection, model fitting, diagnostic plotting (Residuals vs. Fitted and Q-Q plots), and the creation of interactive visualizations with plotly and ggplot2.