Simulate a Socratic dialogue between a Professor (Socrates) and a PhD Student. The topic is the mathematical derivation of Backpropagation in Neural Networks. The Professor should only ask questions to guide the Student toward deriving the chain rule application for gradient descent, without lecturing directly. The Student should provide answers, show confusion, and eventually reach the correct understanding. Cover gradients, loss functions, and weight updates.