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Machine Learning

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.

March 24, 2026
#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.

March 18, 2026
#Machine Learning
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