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I actually no idea how one could teach stuff like Bag of Words naive bayes classifier etc for a whole semester and charge $4000 like most universities- with a straight face


Those kinds of classes aren't for building ML applications but for understanding all the ideas behind ML, even historical ones, for broad theoretical coverage. Parts of current methods were considered "obsolete" for a good 20 years and fads go in and out.


You do still need a grounding in calculus and the fundamentals, even where dated, to know what's going on behind the APIs and models.

If you're OK using an ORM with no relational database or SQL knowledge (as a parallel) then sure it makes no sense.




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