Learning Sparse Neural Networks via Sensitivity-Driven Regularization

no code implementations • NeurIPS 2018 • Enzo Tartaglione, Skjalg Lepsøy, Attilio Fiandrotti, Gianluca Francini

The ever-increasing number of parameters in deep neural networks poses challenges for memory-limited applications.

Fast Training of Convolutional Neural Networks via Kernel Rescaling

no code implementations • 12 Oct 2016 • Pedro Porto Buarque de Gusmão, Gianluca Francini, Skjalg Lepsøy, Enrico Magli

Training deep Convolutional Neural Networks (CNN) is a time consuming task that may take weeks to complete.