hi,
It would really depend how deep those scratches are. you can try using Scratch-B-Gone or Bar Keepers Friend or you could also experiment on spraying an all purpose cleaner. Then use Scotch-Brite pad to rub the cleaner in and always rub in the direction of the grain.
Cheers!