Linear vs nonlinear neural network?

Question

I\'m new to machine learning and neural networks. I know how to build a nonlinear classification model, but my current problem has a continuous output. I\'ve been searching for

Answer 1

Because the activation is w*x, which is linear operation, so you need to have extra elements to make it non-linear.