Md AmininAnalytics VidhyaDerivation of Principal Component Analysis(PCA)The motive behind this post is to give an intuition about PCA. We will go in-depth and derive the forms of the optimization problems for…8 min read·Dec 22, 2021----
Md AmininAnalytics VidhyaPrincipal Component Analysis Code Walkthrough(PCA)from scratch in python.Before we dive into PCA let’s understand dimensionality reduction. Why do we reduce dimensions?7 min read·Dec 22, 2021----
Md AmininAnalytics VidhyaMechanism of gradient descent optimization algorithmsWe will explore together different type of gradient-based optimization algorithms. This motivation behind this post is to give intuition…8 min read·Jun 30, 2021----
Md AmininAnalytics VidhyaWhat is Eigen Game?The purpose of this post is to give the reader detailed understanding of Principal Component Analysis as a Nash Equilibrium with the…15 min read·Jun 22, 2021----