Download your favorite Linux ISO.
Download Universal USB Installer
Plug in your thumb drive
Run the USB installer, point it to your ISO
When it's done, boot into your BIOS, and change your boot order to look for your USB stick first.
Enjoy Linux on your new fancy rig