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Typo in article #1

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@cgbur

Super cool post, still working through it.

Small typo

The linear version of R_hat is created my matrix multiplying U and V, which is equivalent to a series of U and V vector dot products. The non-linear version uses a non-linear function in-place of the dot product.

hi max <3

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