True, bit depth is amount of steps and variations you can use to digitalize a hue.
One bit black or white. Two is 11 white,10 light grey. 01 dark grey 00 black.
The color space is stil white to black and analoge almost endless in variations.
Still the srgb colorspace is digital in your screen so they are related.