I am wondering if studying the Theory of Computation/ Computational Complexity theory, specifically Sipser's 'Introduction to the Theory of Computation' will help me do machine learning/statistics/data science better. Are there any connections? I intend to study the book even if there aren't any connections.

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    $\begingroup$ The connection is via statistical learning theory, but at the moment it seems rather tenuous, at least as far as deep learning is concerned. $\endgroup$ – Yuval Filmus May 12 '18 at 16:05
  • $\begingroup$ If you're interested in artificial intelligence, then go for it, machine learning is just the area of specialisation.Computation Theory is on its own....! $\endgroup$ – quintumnia Jul 8 '18 at 21:04

Yes, check out Computational learning theory (Algorithmic learning theory) and conferences COLT and ALT although the connection with machine learning is arguably limited.

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