The first Case

If we consider the first case, we have then

$$ -4(4-2\beta_0)+\lambda=0, $$

and

$$ -2(2-\beta_1)+\lambda=0. $$

which yields

$$ \beta_0=\frac{16+\lambda}{8}, $$

and

$$ \beta_1=\frac{4+\lambda}{2}. $$

Using the constraint on \( \beta_0 \) and \( \beta_1 \) we can then find the optimal value of \( \lambda \) for the different cases. We leave this as an exercise to you.