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Hey! Thanks so much for the cs231n notes! I'm studying for the midterm tomorrow and noticed a typo in one of your formulas that confused me for quite a few hours.
On the first page of Chapter 15 (page 77) the pdf looks like:
W2=(W1−F + 2P)/(S+1)
but it should say:
W2=((W1−F + 2P)/S)+1