Question $3.(15$ pts$.)$ Given a training set $(x,y)$ "derive" the following SVM formulation

from scratch. Note that your goal is to find out how we reach to this formulation. Do

not start from this formulation and reach to somewhere else.

$minimiz{e}_{w,b}\frac{1}{2}||w|{|}^2$ subject $to{y}_i[($:$x_i,w$:$)+b]1$

Answer: