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**"famous" math problems in machine learning and AI ?**

Are there any "famous"(i.e. crucial) unsolved mathematical problems in the field of machine learning or the general study of artificial intelligence?

There is interest in programming computers to solve problems by artificial intelligence and there are certainly mathematical results published in such studies, but I can't think of any practical goal in AI that hinges on solving a crucial mathematical question.