For a classification task, instead of random weight initializations in a neural network, we set all the weights to zero. Which of the following statements is true?

Group of answer choices

There will not be any problem and the neural network will train properly

The neural network will train but all the neurons will end up recognizing the same thing

The neural network will not train as there is no net gradient change

None of these