Machine Learning, Cost Function, Convex Optimization.
application we do not reach that best point: fortunately we end-up in its neighborhood otherwise we would end-up overfitting. Recap: What you need to remember is that when dealing with optimization problems using a convex cost function guarantees for us that we will reach the global optimal point