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.