We already know that using the criterion of either
minimizing sum of residuals OR
minimizing sum of the absolute value of residuals
is BAD as either of the criteria do not give a unique line. Visit these notes for an example where these criteria are shown to be inadequate.
So we use minimizing the sum of the squares [...]
