Depth of field is the area of acceptable sharpness in front of and behind the subject which the lens is focused. Put simply, it refers to how blurry or sharp the area is around your subject.
A shallow depth of field refers to a small area in focus. Often the subject is in focus, while the background is blurred. This is best for portraits, and one way to adjust this is with aperture.