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The vanishing gradient problem What's causing the vanishing gradient problem? The algebraic form of the sigmoid function may seem opaque and forbidding if you're not already familiar with it. As a prototype it hits a sweet spot: it's challenging - it's no small feat to recognize handwritten digits - but it's not so difficult as to require an extremely complicated solution, or tremendous computational power.
