I generally suggest the opposite. Work from a high level view of the paper, and do lots of experiments as you go and use common sense. When you're all done, compare to their implementation. I often find I come up with better ways, which I wouldn't if I were copying closely
— Jeremy Howard (@jeremyphoward) August 14, 2018