Hello sir ,

can we extract the equation learned by neural network ?

A neural network is not really ‘an equation’: it’s a function, which maps inputs to outputs. The function is described by the parameters and the forward propagation that uses them, including the activation functions. Of course the parameters are learned based on back propagation and gradient descent.