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To me, they are greatly different but are different approaches for explaining same thing. But I do prefer Statistical mechanics. The former deals in a macroscopic sense while the later investigates in a microscopic approach. It is evident in the definition of Second law given by them.
So, are there differences between the two? If so,what are they?