New User here as of today, and I ran into the blinking cursor on a black screen problem.
On the thumb drive, there was two bootable images, and I had to select the USB bootable version, not the UEFI version.
Selecting that in the boot order in BIOS allowed the GUI to start up.
Hope that helps someone.