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I wish there was more information in this article. This subject is super interesting to me but I do not know where to start on the non deep learning aspect. Does anyone have any pointers?

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I'd suggest starting with the references cited in the article and reading the references cited in those articles, as relevant.

I really liked these, but they're particular to my interests: http://www.brianneltner.com/machine-learning

Your post is super interesting! Thank you for sharing!

You may watch this lecture also perhaps: https://www.youtube.com/watch?v=jPg-4rkjZKc&t=1s

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