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Lecture 7a SVM Pdf

Hello!
I just had a question about a lecture, I don't understand how you get from left to the right formula.

Page 3, photo provided underneath.

mle.JPG

Happy new year!!

Also, in the same pdf just above for the MSE loss, why do you have a 4 in front of the sum?

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