The Universal Approximation Theorem

This chapter gives a visual proof for the Universal Approximation Theorem, based on the sigmoid activation function. It’s an explorable explanation full of animations that start from a basic step function and show you how these functions can be edited with the proper weights and strung together to approximate any real-valued function.

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