Comment by quantadev

If you're confused just show a tanh graph and a ReLU graph to a 7 year old child and ask which one is linear. They'll all get it right. So you're not confused in the slightest bit about anything I've said. There's nothing even slightly confusing about saying a ReLU is made of two lines.