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Indeed.

> the basic calculations in the network happen ultimately in the form of a simple multiplication where the output Y is just the input X weighted (feedforward multiplied by W, the Weight). Y = W * X

All NNs are linear models? Wut?

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You're right, assuming linearity is just and oversimplification, I think Tsvi Achler's video here will be useful to understand better what the article is about https://www.youtube.com/watch?v=9gTJorBeLi8

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