Memorizing the gender of french nouns

Does the gender effect the meaning? In German some words change their meaning if you use them with a different gender.

Der See - Die See (the lake - the sea)
Der Bulle - Die Bulle (the bull - the charter)

etc…

That would be a valid reason to correct someone without beeing impolite imho.

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