You can but its going to be difficult and odds are you will receive requests from amazon to provide legit invoices to match the products you have listed or sold.
Drop shipping is easier on eBay than it is on Amazon. If you're new to drop shipping its probably best to build some practice on eBay
Dropshipping on Amazon outside the US 
