Architecture of the ANN used to mimic the DIAD models. The input layer (red circles) contains 12 nodes, one per free parameter considered in DIAD. The input layer is connected to two hidden layers (empty circles), with 250 nodes each. Finally, the output layer contains 100 nodes, each being the flux at one of the considered 100 wavelengths. The bias units of the input and hidden layers are also shown.