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function approximation

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Model Perspective
Model Perspective
Oct 17, 2024 · Artificial Intelligence

Visualizing How Neural Networks Approximate Any Function

This article explains the universal approximation theorem, showing how even a simple neural network with one hidden layer can approximate any continuous function by adjusting weights and biases, and illustrates the process with visual examples of step and bump functions, linking theory to recent Nobel recognitions.

AIdeep learningfunction approximation
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Visualizing How Neural Networks Approximate Any Function