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How about "Learn machine learning the hard way?"

I don't think that would be a good fit for teaching these things. Zed Shaw's series is primarily meant to teach concrete skills through rote memorization.

Machine learning isn't a "tool" you use to instantly "solve" a concrete problem you're having. Instead, you have to build up a large body of intuition about which tools you can use to work with your data. It can't be memorized.

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