Download the ISO from http://www.eeebuntu.org/ or a mirror
Install the deb/rpm for usb-creator.
Launch USB-Creator from terminal “usb-creator” or from Menu→System→“Create a USB startup disk”
Select the ISO on the top frame and the USB-drive on the bottom. Press F2 and boot from USB stick.