Given that machine learning is flourishing since many years, essentially without taking much (or even any) notice of fuzzy logic, it would be unwarranted to answer the question raised in the title of this paper with a clear “yes”. Indeed, there is neither a visible contribution to the foundations of machine learning (computational/algorithmic/statistical learning theory) nor a “killer application” of machine learning that has only become possible through the support by fuzzy logic.