I downloaded the iso and created a liveUSB with Universal USB Installer. When I boot to the device, I have a choice to boot from USB: Sandisk 2GB or UEFI: Sandisk 2GB. I have the same result with both. It comes up to the menu to "Try Ubuntu", "Install Ubuntu", etc. When I click Install, it goes to the screen with the Ubuntu logo and the dots underneath, then after a minute or so my screens just go a faded purple and nothing happens (I left it there fore 15 minutes before restarting).
I then tried the same USB on the laptop, I only got the option to boot from USB: Sandisk 2 GB and everything worked fine.
Both latpop and desktop are running Windows 8 (not sure if one or the other is on 8.1, can check later)
I tried following this guide, Installing Ubuntu Alongside a Pre-Installed Windows with UEFI, but when I run the Confirm-SecureBootUEFI, I get that the cmdlet not supported so I figured I should just be able to install normally.