Feed forward neural network, output as list of targets and associated probabilities
If you have more than two targets, then you should use softmax activation instead of sigmoid. Softmax activation gives you the probability associated with each class in the output. The only thing you need to do before applying softmax is to convert your targets into one-hot encoded vectors. If you want to know more about softmax in detail, you can read about it here