Do deep neural networks have more local minimums? • /r/MachineLearning

I have heard that training deep networks can be difficult due to local minima. If you are training two neural networks with the same data. Where one of the networks is deeper (more hidden layers) than the other. Will the deeper network contain more local minima or is it impossible to say when only considering how deep the network is?