This post is still in progress. I will update it soon. [10/04/2024] Update Upper Confidence Bound (UCB) algorithm. [08/04/2024] Update Chernoff’s inequality proof and Diviation Inequalitie...

[01/04/2024] Update: Review Singular Value Decomposition (SVD). First, let’s review PCA (Principal Component Analysis) model. PCA is a linear dimensionality reduction technique that seeks to f...

Latent Variable Models (LVMs) offer a powerful framework for understanding the hidden structures within observed data. These models are especially useful in scenarios where the data generation proc...