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Mathematics, 12.06.2020 17:57 laiba012305

Consider a neuron with a single input, x, a corresponding weight, w1, a bias b, and a weight w2 on the output. Show that by choosing the weights and bias appropriately, we can ensure w2Οƒ(w1x+b)β‰ˆx for x∈[0,1]. Such a neuron can thus be used as a kind of identity neuron, that is, a neuron whose output is the same (up to scaling by a weight factor) as its input. Hint: It helps to rewrite x=1/2+Ξ”, to assume w1 is small, and to use a Taylor series expansion in w1Ξ”.

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Consider a neuron with a single input, x, a corresponding weight, w1, a bias b, and a weight w2 on t...
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