I don't think you can without special tools.

I was getting through loads of the Veloce ones and a quick google suggested you could replace the bearings on the Chorus one, so I stumped up for one. It did last longer, but when it fell to bits I went back on the internet to find out how you actually repair it, and it turned out to just be conjecture, no-one who was saying you could actually had.