The star couple, who enjoyed a nine-year-long courtship, tied the knot in a private ceremony on August 23, at their estate in the south of France.
Jolie, 39, and Pitt, 50, have started shooting for their next film, 'By The Sea' in Malta and have taken their kids along with them to spend time in island Gozo, reported the New York Post.
It is said that the couple is paying the Gozo locals to leave the island during the two-month shoot so that they can get privacy.
"The boat is absolutely beautiful, a classic yacht with three masts, and is where Angelina, Brad and their children will stay during the shoot. It will hopefully allow them some privacy and some time to explore and enjoy the beautiful surroundings," the source said.