Quick answer: Julia is often faster than Python and other high-level languages. Rather than writing high-level code in Python, R, or Matlab and performance-critical code in C, the idea is that one writes the whole thing in Julia.

Edit: I agree that the "...more interesting" comment above sounds condescending. I have not found the Julia community to be condescending.