Main Content | Undertide

NODE 01 2026-03-24

Bayesian Linear Regression Lifecycle: Posterior, MAP, and Predictive Uncertainty

A worked Bayesian linear regression example showing the design matrix, posterior derivation, MLE vs MAP, and predictive uncertainty.

#Machine Learning #Bayesian Statistics #Linear Regression

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NODE 02 2026-03-18

Machine Learning: Variational Inference & ELBO

In this article, I’ll be introducing a detailed explanation to view Variational Inference & ELBO statistically and mathematically.

#Machine Learning

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NODE 03 2025-10-12

Data Visualization: Design, Standards, and Implementation

This article contains the basic theory, design principles and implementation methods of data visualization. Currently under improvement.

#Data Visualization #Statistics

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NODE 04 2026-03-26

Software Development

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