Bit depth refers to the amount of bits per colour channel the display can produce. So in a true 8 bit display, each of the three colour channels can render 8 bits of colour information.
HDR essentially is the same thing as seen in photography. More complex lighting arrays, along with wider bit depths and contrast allow the display to reproduce dark and light areas within a single image or scene better. HDR displays generally use 10 bit panels.