My computer is a Toshiba satellite 7675d-s7104 model, and it has no operating system on it.
Is it possible to just boot Ubuntu from a flash drive?
That is possible. There is no reason you should have an operating system preinstalled in order to try live media (like a live CD or a live flash drive).