For Neural Networks, often times, we want to make sure that for calssification neural network tasks, it is trained with equal class weight (orthogonal with distance one).
General rule of thumb is if you only have two classes then just use a single neuron with either 0 or 1 as output. If more, use one hot encoding with a neuron for each classification option.
