The weight room is used to raise a dweller's SPECIAL stat in Strength. The room has a prerequisite of 24 dwellers before unlock. As most rooms, you are allowed to place up to 3 Weight rooms next to each other horizontally to increase room size and number of assignable dwellers to this room. Each upgrade to the Weight room will better a dweller's training time.