Regularization, Machine Learning, Convex Optimization, Lagrangian, Ml So Good.
penalizing any sort of complexity, maybe complexity due to large number of parameters or large accumulation of weight. We can perform regularization by doing either; or both of the below mentioned things, 1. constraining number of parameters Sparsity plays a very major role in this. A general idea