Northern Palace was more like a villa and used presumably for meetings, parties, rave-ups and so on.
The upper level had a large semi-circular balcony and several rooms with black and white mosaic floors, these rooms apparently were Herod's private quarters. Mosaic on the picture is the most ancient in Israel.