Hi Abdullah,
Basically the letter "ר" is pronounced the same always. Maybe what happens is that sometimes after a specific letter it could sound a bit different for a beginner. But it's still the same.
Yet, there are some people (especially singers) that pronounce the letter like the arabic parallel, although it's for artistic reasons I believe.
Hope it helps,
Aviel