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Thanks. It makes sense. The sigmoid is the activation function of the output "neuron". Unfortunately, matrix algebra here is not as useful as in computer graphics.

No problem. Actually, I personally found that a pretty intuitive understanding of linear algebra & vector calculus makes quite a lot of ML straight forward to approach geometrically.

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