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I think the issue here is that it should say that the full training set is $(x_1,y_1),\ldots,(x_N,y_N)$, since otherwise the mini-batch and the training set have the same size (which is what it says now). We can swap them to make them agree with the lecture.
What is N? If it's the minibatch size, it should be the subscript of m rather than n. @brett1479 right?
https://davidrosenberg.github.io/mlcourse/ConceptChecks/1-Lec-Check_sol.pdf
I think should be the same as: https://davidrosenberg.github.io/mlcourse/Archive/2017Fall/Lectures/02b.SGD.pdf#page=20
?
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