Optimization, Deep Learning, Convex Optimization, Optimal Performance, Approximation.
variables can be extremely challenging, while problems with a few hundreds of variables can be intractable. Here, generally, we face the obligation to compromise, i.e. give up seeking the optimal solution, which minimizes the objective over all feasible points. This compromise opens a door for