Short answer: Yes, because you picked Rome. At the Council of Trent (1545-1563), the Roman Rite became the standard rite of Roman Catholicism, which means that unless you are in certain areas of Spain, Portugal, or Milan (which were able to demonstrate that their rites were sufficiently ancient), your rite would be modeled after the Roman Rite, and the general form has been retained.
This does not mean that there have been no changes, and certainly some parts would be difficult for you to recognize, as they have been removed or significantly truncated. However, many of those changes would only be recognizable to the priest, whose responsibilities during the mass (in the form of secrets, or private prayers said in a low voice) were much greater before the reforms of Vatican II in the 20th century. Two more obvious differences between today and the 11th century would be as follows:
Sources / Further Reading:
The Mass of the Roman Rite: Its Origins and Developments by Josef Jungmann (Ave Maria Press, 2012)
Trent: What Happened at the Council by John W. O'Malley (Belknap Press, 2013)
[The Canons of the Council of Trent] (http://history.hanover.edu/texts/trent.html) (A 19th century English translation)
Follow up question: If I attend a latin ad orietem mass today, will much change?