You will want to slip out through the house much the same way you came in. Head back to the corridor where you had to deal with the Brute and Soldier. Slip through to the next corridor. Look to the windows on the left. One of them is open. Just head over to a side that is not patrolled. From there, Freerun down from there and make your way out of the search zone using the crowd as cover.