Mattia G. Bergomi

Machines of Finite Depth: Towards a Formalization of Neural Networks

We provide a unifying framework where artificial neural networks and their architectures can be formally described as particular cases of a general mathematical construction---machines of finite depth. Unlike neural networks, machines have a precise definition, from which several properties follow n…