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You know you need to go back to Calculus [proper] when…
… you sit through a fifty minute lecture, and at the end find yourself saying, “Why aren’t there any squares in our least-squares method?”
A board full of matrices and transposed matrices and n-dimensional vectors and a distinct lack of squared numbers and somehow we come out with a least-squares curve fit… It’s magic, I tell ya, magic.