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[24] Martin Arjovsky - Out of Distribution Generalization in Machine Learning

The Thesis Review

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Is There a Connection Between Machine Learning and Learning Algorithms?

I was thinking about this problem of trying to learn algorithms from data and I was wondering if there's some connection here that these deep learning models for instance on really simple addition problems. Do you view these as kind of separate issues or do you think they are somehow related? How do we learn functions that have an algebraic flavor because you know nothing right now that we have done generalize in an algebraic way like non-linear network, he says.

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