PinnedPublished inAnalytics 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…Jun 22, 2021Jun 22, 2021
PinnedPublished inAnalytics 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…Dec 22, 20211Dec 22, 20211
Published inAnalytics 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?Dec 22, 2021Dec 22, 2021
Published inAnalytics 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…Jun 30, 2021Jun 30, 2021