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The Bend That Lets Deep Nets Learn
Two curves quietly decide whether a neural network can learn anything at all: the sigmoid and ReLU. We draw them side by side and watch what happens to the gradient that training depends on. You'll see why the sigmoid's flat tails kill the gradient, starving neurons of the signal they need, and why ReLU's single bend, max(0, x), keeps that ...
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