Regularization, Machine Learning, Convex Optimization, Lagrangian, Ml So Good.
x², if you draw any line connecting any two points on the curve, all the points in between will lie below the curve. Thus curvature is below the straight line. Now imagine drawing many lines and if it hold true for all, then it should be convex. But if it fails at some location then it is