Topic Hub
Bayesian Methods & Statistical Modeling
Essays and projects on Bayesian statistics, nonparametrics, inference, and technical modeling.
3linked pages
2essays
1projects
Essays
Long-form writing in this hub.
Apr 15, 202614 min read
Markov Chain Monte Carlo: Intuition, Algorithms, Diagnostics, and Why the Chain Moves the Way It Does
A guide to MCMC with interactive visuals: why Bayesian inference becomes an integration problem, how Metropolis-Hastings works, and how geometry shapes mixing and diagnostics.
Jan 11, 20264 min read
Bayesian vs. Frequentist: Two Ways of Thinking About Uncertainty
Two dominant frameworks of statistical inference—Frequentist and Bayesian—start from the same data but differ in what probability means and how uncertainty is quantified.