This is the third movie in which Rachel McAdams stars as the love interest of a time traveler. The previous ones were The Time Traveler's Wife (2009), in which she played the titular wife to Eric Bana's character and Midnight in Paris (2011), in which she played the fiancée of Owen Wilson's character.
Tim describes his mother more like a 'Bernard' than a 'Mary'. Richard Curtis always tries to include a Bernard character in his movies. The inspiration comes from Bernard Jenkin, the Tory MP for North Essex and former shadow defense secretary. Mr Jenkin's wife, is a former girlfriend of the Richard Curtis.