Miller was born to a Jewish family, the son of Zoe and Gary Miller. He is a graduate of Monte Vista High School in Danville, California. He has one brother, Writer Murray Miller. He started his career as a production assistant in Los Angeles. On October 7, 2006, Miller married Marissa Jaret Winokur. They have one son, Zev Isaac Miller (born 2008).