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by angela shi • Published December 17, 2025 at 03:00 PM
Research

The Machine Learning Advent Calendar Day 17: Neural Network Regressor in Excel

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A recent development demonstrates constructing a neural network regressor entirely within Excel, utilizing only spreadsheet formulas to explicitly perform each step of the learning process, including forward propagation and backpropagation. This approach demystifies neural network operations by making the entire training process transparent, illustrating how such models can approximate non-linear functions with a minimal number of parameters. This innovative method serves as an educational tool, providing a clear, step-by-step visualization of neural network mechanics without relying on specialized machine learning frameworks. By translating complex neural network computations into accessible Excel formulas, it enhances understanding of core concepts like parameter updates and non-linear

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