Atlas
A map of the site by subject and method.
The atlas groups essays and projects so related work is easier to browse.
3topic clusters
17mapped nodes
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Map view
2projects
15essays
17nodes
Methods & Modeling
Bayesian methods, nonparametrics, and estimation.
Work centered on Bayesian methods, inference, modeling assumptions, and technical statistical structure.
Mapped Items
Methods & Modeling
3 items
EssayMethods & Modeling
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.
MCMCBayesian MethodsMonte CarloComputational Statistics
EssayMethods & Modeling
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.
Bayesian MethodsFrequentist MethodsStatisticsInference
ProjectMethods & Modeling
Regression as an Ill-Posed Inverse Problem Spectral Filters, Regularization, and Runtime Trade-offs