For a linear model with one explanatory variable, are the parameters.

Like in any line equation, say,

5 is the slope and 8 is the y intercept.

Without them, you don't have much. Just an arbitrary x value.

is the residuals. That is the difference between the actual and estimated y values when we do a line of best fit.