A linear model,

y  =  b0 + b1 x

involves two constants (the slope and intercept) whose values are unknown; they are called unknown parameters of the model. How should we set their values to match a particular data set?

Temperature and latitude

Note that the residuals are the vertical distances of the crosses to the line.