Arrowmaster's answer is now outdated as of Stretch, cat is not used in the latest installation guide. Use this commandcp instead as root in your GNU/Linux system (where X is a letter from a to c and corresponds to your USB flash drive):
# cp <name of iso>.iso /dev/sdX