Hinge Loss and SVMs: An important piece of optimization is transforming one$$optimization problem to another equivalent optimization problem. We will consider$$optimization problems to be equivalent if they give the same solution at their optimum$$point$,$ or if you can easily transform between their solutions.$$We$\text{'}$re going to go through a series of steps transforming the SVM optimization into$$other equivalent forms.