If you are thinking a rifle, a Ruger 10-22 would be a good start. There are a million mods available for that gun, so as you grow as a shooter, you can mod it to grow with you. Precision barrels, modified stocks, etc.
22Lr (Long Rifle) is the most common ammo. Back in the day, "common" used...