Something is incredibly borked on your machine, hardware or software wise. Yeah Windows sucks, but it's not THAT flaky. Most people aren't having these issues. Linux may just be hiding a hardware issue or something and working around it better than Windows can.
I've noticed that before with stuff like bad RAM, where Windows will blue screen immediately on boot but Linux will make it all the way to the desktop but slowly degrade with use.