Between you and me vs Between you and I

Between you and me, the phrase “between you and I” grates on my ears like nails on a chalkboard. I hear the wrong version about 3 times as often as I hear it said the right way, so let’s get this straightened out once and for all: Is it “between you and me” or “between you and I”?