A long time ago Twitter used to have RSS feed for any user. However, this feature was canceled in June 2013. But no worries. You can still read any twitter updates in your favorite RSS reader. Just enter someone's twitter URL into a field above and you'll get your RSS URL.
Currently, we can get a feed from user timeline, hashtag, and search query.