It's well known that linear least squares problems are convex optimization problems. Although this fact is stated in many texts explaining linear least squares I could not find any proof of it. That is, a proof showing that the optimization objective in linear least squares is convex. Any idea how can it be proved? Or any pointers that I can look at?