Fix line numbers in tutorials and assorted doc corrections (#1917)

- Fix line numbers in tutorials, fallout from #1906
- Mention arbor-contrib in a few relevant places
- Correct some fallout from #1904
- A new hardware and profiling tutorial, and covers things moved out of other examples in #1904
- Various other documentation fixes