How To Define A Neural Network as A Mathematical Function

A multilayer neural network is almost always represented as a diagram with a network of neurons, one can forget that it is just a mathematical function.

To remind of the fundamentals of neural networks, let’s define them in a hard way without neurons, nodes, synapses, axons, edges, hidden layers, perceptrons …