Of course FORTRAN still matters. Somebody has to write real neural network code. We can't all be Python script kiddies!
whhich provides a beautiful high level interface to a fast neural network written in pure julia. Here's an example of how simple it as at the core: http://fluxml.ai/Flux.jl/stable/models/basics.html