The article on PCA and LDA you were looking for !!

Intuition, underlying math and much more…

Written by Chandan Durgia and Prasun Biswas

Source: Unsplash from Devin Avery

Truth be told, with the increasing democratization of the AI/ML world, a lot of novice/experienced people in the industry have jumped the gun and lack some nuances of the underlying mathematics.