Write the KKT conditions for the unconstrained problem of minimizing
||Ax−b||2, which can also be written (Ax−b)T (Ax−b). Write a closed-form
solution that is valid under appropriate assumptions. This is the linear least
squares problem. Hints: The gradient of xTMx is 2xTM, and the gradient of
cx is c.
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