Before revision:   Second, we  provide preliminary numerical results illustrating the practical performance of DNNs on Hilbert-valued functions arising as solutions to parametric PDEs.
After revision:  Second, we examine whether better performance can be achieved in practice through different types of architectures and training. We provide preliminary numerical results illustrating the practical performance of DNNs on Hilbert-valued functions arising as solutions to parametric PDEs.