I think you can proceed as follows:
Denote by J(\alpha, \beta_1, \beta_2) the obj. function. Then write down the FOC (the gradient should be zero). You will get a 3x3 linear system to solve w/r to \alpha, \beta_1, \beta_2. You can find the system here Least Squares Fit of a Quadratic Curve to...