Consider a Support Vector Machine and the following training data from two categories: category x1 x2 ?1 1 1 ?1 2 2 ?1 2 0 ?2 0 0 ?2 1 0 ?2 0 1 (a) Plot these six training points, and construct byinspection the weight vector for the optimal hyperplane, and the optimal margin.b) Construct the solution in the dual space byfinding the Lagrange undetermined multipliers, ?i. Compare your result to that in part (a).