Does this portbale charger work with the galaxy tab 10.1?

It's not clear from that page, so you should check with the manufacturer's page.

This tab requires 5 volts / 2amps to charge properly so be careful. Those aren't your typical USB connections (which are typically 5 volts / 1 or 1.5 amps.