Using the mtcars dataset in R, this interactive presentation explores elementary linear regression techniques. This presentation investigates the relationship between vehicle weight and fuel efficiency (MPG) using data visualizations built with ggplot2, an interactive Plotly graph, regression analysis, model assumptions, and forecasts.