Guillermo Valle-Pérez

Double-Descent Curves in Neural Networks: A New Perspective Using Gaussian Processes

Double-descent curves in neural networks describe the phenomenon that the generalisation error initially descends with increasing parameters, then grows after reaching an optimal number of parameters which is less than the number of data points, but then descends again in the overparameterized regim…