Please do be aware that many rooftop and deck gardens have had problems because of weight and water issues.
You did not mention how big your second story deck was....be aware that decks have limited load capacities and it sounds like you are wanting to keep adding to your container gardening. You might need to make a few modifications regarding decking/flooring, reinforcements, etc....