A mathematical deep dive into a simple yet powerful dimensionality reduction algorithm — If you are unfamiliar with PCA, essentially it is an algorithm that converts a high dimensional dataset to a lower one. Principal Component Analysis (PCA) is a really powerful tool, especially when dealing with large, high-dimensional datasets. In this blog post, I attempt to explain how the PCA algorithm works…