I have a soft spot for anything PC-engine/Turbo-GraFX so the Turbo Express is my all time favorite.
Anyway, I rank my favorites this way:
1 - Turbo Express
2 - Neo-Geo Pocket
3 - Lynx
4 - GBA
5 - PSP