The Slope and Intercept Calculator computes the slope (m) and intercept (b) for a set of X and Y values. The slope measures the rate of change of Y with respect to X, and the intercept is the predicted Y value when X is zero. This simple linear regression approach helps model relationships and make predictions based on the data.