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optimizing three weights. In this case, it’s evident that the problem isn’t convex, with numerous local minima appearing along the boundaries. Source: https://ekamperi.github.io/images/lp_norms_3d.png The reason why we typically avoid non-convex problems in machine learning is their complexity.