Not only afraid of math. Afraid of math and at the same time confident that one will excel with deep learning.
I just meant that it's weird to me that people seemingly tiptoe around using simple math to explain what is, at heart, simple math, and instead invent a whole new terminology and a dictionary of imprecise analogies to get by.