Data Science, Machine Learning, Statistics, Artificial Intelligence.
where p <<< d ( for worst case scenario is p = d). That is the intuition. The intuition can be represented mathematically as thus; 2D subspaces in a 3D space. I would like to divide this analysis into the following; Understanding the concept of projection. Principal Component Analysis itself. PCA