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Thanks for putting this together. I recommend you check out

https://sebastianraschka.com/

the author of Python Machine Learning. He's great at explaining things, wrote the bets intro to ML book IMHO and is a good Twitter follow.

I also humbly submit my own guide, from the perspective of how to approach studying it amidst all the resources available:

http://karlrosaen.com/ml/




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