Finding the least squares solution for the system of equations $y=Ax^2+B$

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Find the least squares solution for the system of equations $y = Ax^2 + B$ where $(x, y)$ belongs to the set {$(0, 1),(1, 5),(−1, 3)$}. What is the geometric (graphical) interpretation of the solution?

Is this done the same way as a least squares solution for $Ax=B$? If not then how do I start this?

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It's still a linear least squares problem. If it helps, think of $x^2$ as a new variable $z$, so your equation is $y = A z + B$ and your data points are $(z,y) = (0^2,1), (1^2,5), ((-1)^2,3)$.