I came across these formulas (please see attached) in a paper. Could you please explain why the derivative of sum(u) where u is the dot product of vectors w and x results in vector of 1s? Thanks derivative of sum of dot product between two vectors
2026-03-25 12:54:42.1774443282
Why does derivative of sum(u) result in vector of 1s?
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The sum() function itself is a dot product, i.e. $$y = {\rm sum}(u) = 1^Tu$$ Therefore its differential and derivative are $$dy = 1^Tdu \quad\implies\quad\frac{\partial y}{\partial u} = 1^T$$