We now routinely build complex, highly-parameterised models in an effort to address the complexities of modern data sets. We design our models so that they have enough 'capacity', and this is now second nature to us using the layer-wise design principles of … Continue reading A Statistical View of Deep Learning (V): Generalisation and Regularisation