Yes, you have to give 2 weeks notice in Fast food, as these restaurants usually schedule people in advance, and therefore do not take very kindly or easily to people who leave without notice, as it causes major problems. However, if you have a serious issue that compels you to leave without the standard 2 weeks notice, you may talk to your supervisor and figure out some way.