No. GameCube games save to the console's internal flash memory (512 KB) or, more commonly, to a Memory Card inserted into Slot A or B.
Pro tip: Back up saves to an SD card via homebrew (GCMM) or a Wii's GameCube backward compatibility to preserve 20-year-old flash memory.