Game Emulation Options on Linux

Emulation for old games, particularly on Linux, can be a bit of a difficult area to navigate. Whilst there are nice standalone setups like retropie, it does need a Raspberry Pi and a display. For those looking to run emulation on their normal OS will have the option of programs like Retroarch, mame and FB Neo. But where to start?