I am looking for help with this hw question.

A)Using the langrangian dual theory prove its dual problem is given by the expression below.

2)Show the linear SVM equation and dual theory equation is convex.

3)starting from the dual problem for linear SVM, describe how the alternative formulation is extended to the nonlinear case.

rite dowh the dehinition of positive semi-definite (PSD) kernel wh omain C R Prove that the Gaussian K defined above is a positive semi-definite (H domain c R. ts) The primary problem of the soft-margin SVM with the linear ker Vi(w/xi + b) > 1-6, Use the Lagrangian dual theory to prove that its dual problem is give s.t. > 0, i=1, ,n. Show that both the primal problern ( 1 ) and the dual problem! are ( Starting from the dual problem for the linear SVM, describe how the al formulation is extended to the nonlinear case. rite dowh the dehinition of positive semi-definite (PSD) kernel wh omain C R Prove that the Gaussian K defined above is a positive semi-definite (H domain c R. ts) The primary problem of the soft-margin SVM with the linear ker Vi(w/xi + b) > 1-6, Use the Lagrangian dual theory to prove that its dual problem is give s.t. > 0, i=1, ,n. Show that both the primal problern ( 1 ) and the dual problem! are ( Starting from the dual problem for the linear SVM, describe how the al formulation is extended to the nonlinear case