Raspberry Pi (Pi 3, Pi 4, Pi Zero 2 W) running RetroPie , Recalbox , or Lakka .
Here is why it is superior for the MAME 2003-Plus core:
Start with the XML DAT, use ClrMamePro to verify your collection, and drop those zips into your folder. With the Reference set, you are not just playing the games; you are running a self-contained, perfectly emulated arcade right at your fingertips.