C-17:

They will withhold Georgia taxes during your training footprint in ATL. You must file a Georgia return at the end of the year and get the taxes back, if applicable.

Once you are based, you pay taxes for the State where you call home. What is the address on your passport and tax return? That is probably "home."

Like all tax advice, better to get it from a pro than a pilot on a web board.