Regularization, Machine Learning, Convex Optimization, Lagrangian, Ml So Good.
perfect/best-possible model(best model which could be trained on given dataset which we consider part of true distribution; but significant enough to represent true distribution), on the given chunk of dataset, not the entire population. and the Variance (How much your per sample prediction is