In other words, rhotic speakers pronounce "R" in all positions, while non-rhotic speakers pronounce it only if it is followed by a vowel.
None of the above is absolute, and speakers living in regions where one form or another "dominates" may or may not follow the dominant form.
The following table summarizes the rhotic and non-rhotic phonemes of English.