The Machine Learning “Advent Calendar” Day 1: k-NN Regressor in Excel

Published: (December 1, 2025 at 02:52 PM EST)
1 min read

Source: Towards Data Science

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This first day of the Advent Calendar introduces the k-NN regressor, the simplest distance-based model. Using Excel, we explore how predictions rely entirely on the closest observations, why feature scaling matters, and how heterogeneous variables can make distances meaningless. Through examples wit…

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