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A neural network with a single hidden layer can trace almost any wiggly curve as closely as you'd ever want, and the reason is pure geometry. It starts with one neuron: scale the input by a weight, shift it by a bias, and squash it through a sigmoid — crank the weight up and that gentle S-curve sharpens into a step. Take two steps facing ...
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