Is there any operating system running in Graphic cards?

Taking an example of NVIDIA graphic cards, is there a dedicated OS running on the Graphic card’s GPU or the Host machine’s OS drivers are managing the card? The reason I ask is, these cards has a lot of cores and I would like to know how is these getting managed.