By mid-September, the hummingbirds you are seeing are likely migrants on the move, not your familiar summer residents. Observers see clear signs that the females and juveniles, steadily nectaring at flowers and feeders, are getting ready to leave soon.
Keep your feeders up at least two weeks after you've seen your last hummer. Stragglers or young juveniles may need more time to grow before leaving.