Replacing the bias unit In describing networks, we will often use a slightly simplified notation that represents exactly the same function without referring to an explicit bias node b. Instead, we add a dummy node a 0 to each layer whose value will always be 1. Thus layer 0, the input layer, will have a dummy node a we'll use: