This blogpost makes it sound as if using a deep learning library for a task like image classification is difficult, while it is just a matter of copy+paste, annotate, and run.
Dunno, maybe you aren't the target for the article. As someone who has never played with deep learning, I thought it was presented just fine.
it is a lot harder than what this library does.
Please provide either an example or a source for this assertion.