If you change your date filter to a continuous, "relative" date filter, you can do this--however, with discrete (blue pill) dates, the most recent date does not update automatically. May want to vote for these ideas:
This is a pain to work around, although some folks have clever workaround using parameters. Here is one interesting take on various date filter/parameters I saw recently: http://community.tableau.com/thread/136084
You could create a parameter for "yesterday" or "choose date range", if yesterday is always the most recent date.