The "Big G" is a nickname, often used by the Viper pilots, for Battlestar Galactica.
For instance, Kara Thrace used the nickname when chiding Dwight Saunders on his landings. (Bastille Day)
Common nickname type for aircraft carriers in the US Navy. For example, the aircraft carrier, Enterprise, was nicknamed, "The Big E" during World War II.