There is no one simple answer on these types of issues.
You need to check and generally update:
your motherboard bios
your GPU bios
and that assumes everything else is running fine.
Bad memory can lead to that sort of failure mode
As the article states, USB devices contribute to incorrect starting.
Add-in cards are always suspect in my opinion.
In one instance for me, it was the graphics driver that caused this very same issue.