Rubber Deception is an instant download for instructions only - therefore, no rubber bands.
He uses the #19 size bands for his effects. You can get them at an office supply type store, but the problem is that you can only get 'standard' or 'economy' type bands at these stores which don't really flex/stretch very well.
So, it's recommended that you purchase some of Joe's bands. Yes, there is a major difference with the quality of Joe's bands.
Since they're out of stock here, here's the direct link to Joe's site. You can get them directly from the author for the same price and they are in stock.
http://www.rubberbandmagic.com/product/rainbow-rubber-bands/
The cost, $15.00 for 1/4lb (~425 bands). That's plenty to get you started!