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Dec 3, 2021 · Artificial Intelligence

Understanding PCA: A Step-by-Step Guide to Dimensionality Reduction in Machine Learning

This article explains the principal component analysis (PCA) method for reducing data dimensions, walks through the mathematical steps, shows how to implement it manually with NumPy, and demonstrates reuse with scikit‑learn's PCA class, including concrete code examples and output.