Mathematics, Optimization, Data Science, Machine Learning, Duality.
regions and check to see if the primal is equal to the dual at those points. If they are, those points are guaranteed to be the optimal solutions for their respective problems, as dictated by the corollary of weak duality theorem. Then, we can then stop optimizing. For example, in our 2-D case: We