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Olá André, como são vários assuntos separei dois conteúdos para você conferir:
https://towardsdatascience.com/introduction-to-math-behind-neural-networks-e8b60dbbdeba
https://mathematical-tours.github.io/book-basics-sources/neural-networks-en/NeuralNetworksEN.pdf
Fabio
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