convert neural network to equation

I'm curious if there is a way to convert a trained neural network to an equation thanks.

Answer 1

[Gagan Agarwal]

Hi Lee

Translating a trained neural network into a single, comprehensive mathematical equation is generally quite complex and often impractical due to the intricate structures and high dimensionality involved in most neural networks. However, the core functionality of a neural network, especially simpler ones, can indeed be described in mathematical terms, given that they fundamentally operate through mathematical transformations.

A basic feedforward neural network consists of layers of neurons: an input layer, one or more hidden layers, and an output layer. Each neuron in a layer is connected to every neuron in the next layer and linear activation function is used then in that case the values of the neurons can be calculated by applying a weighted sum of the previous layer's outputs, plus a bias.

I hope it helps!