A Statistical View of Deep Learning (V): Generalisation and Regularisation 1

A Statistical View of Deep Learning (V): Generalisation and Regularisation
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 deep learning. But some problems continue to affect us, those that we encountered even in the low-data ...