Yes, Amazon will do that conversion for you. It works OK, but I gave up on doing it for science white papers. Graphics are lost and it only works if the PDF is formatted the right way, so it was enough of a pain that I stuck to printing stuff out.

I use Readability to take web pages, get rid of pagination and beam the raw text to my Kindle, and I love it.