Concepts and Python implementation of the regression technique based on principal component analysis (PCA) — Principal component analysis (PCA) is a well-known dimensionality reduction technique, but did you know that we can also apply the concepts behind PCA in regression analysis? This article provides a clear explanation of principal component regression (PCR), including its theoretical concept, benefits, caveats, and Python implementation.