Jolie-Pitts Head to Paris

A day after reuniting with her father, actor Jon Voight, for a family cruise along Venice's canals, Angelina Jolie, Brad Pitt and their children flew to Paris on Monday afternoon, where the actress will continue work on her upcoming film The Tourist.

Sources tell PEOPLE that Jolie will spend several days filming the movie's initial scenes, including a location shoot at one of the city's Belle Epoque landmarks.

The family is expected to return to Venice, where they spent last week enjoying the sights and some ice cream while Jolie prepared for filming.

The actress, 34, was also photographed with her father on Sunday for the first time in several years, as the family took a trip together down Venice's Grand Canal.

Jolie's costar, Johnny Depp, is also expected in Paris later this week, after doing some promotion in London for Tim Burton's Alice in Wonderland.