Go to hugo releases and download the appropriate version for your os and architecture.
Another fine, responsive site template by HTML5 UP.
Hugo Future Imperfect Slim
Jekyll has a rule that any directory not starting with _ will be copied as-is to the _site output. Hugo keeps all static content under static. You should therefore move it all there.
With Jekyll, something that looked like