In this video, students learn how to make predictions using the line of best fit in scatter plots. The teacher explains the concept using examples related to the weight of a car and its gas mileage, as well as the relationship between batting average and the number of runs scored in baseball. Understand the importance of a strong relationship between variables for accurate predictions and demonstrates different methods, including visual estimation and mathematical calculations, to make predictions using the line of best fit.