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Well, we all know there is interpreted and compiled. Compiled is converted into computer code.
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No need holding this erroneous opinion. Interpreted is converted into computer code, also. How else could the machine use it? It's merely a distiction as to the when, where, and how the conversion is accomplished.
Jim's answer is good. Understanding assembly language IS a help if you need to work under the hood or understand processes that are linked to the architecture and not the solution to a problem, per se. At sufficiently useful levels of abstraction knowledge of the underlying paradigm is not necessary.