GPU can crash the computer, but the more likely cause of crashing is hardware malfunction elsewhere.
Ultimately, it’s possible for crashes to occur because of an issue with your video card or SSD–but the most common causes are hardware issues elsewhere in your system. So don’t worry too much if you can’t figure out what might be wrong!