Regularization, Machine Learning, Convex Optimization, Lagrangian, Ml So Good.
function would result into a new objective function whose optimization would prevent us from overfitting (because of min-max game we discussed just now). We have multiple options for defining P(W), it could be L1/L2/ L1 + L2 or anything, but it should be convex. We now have the equation of