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Chris Fonnesbeck

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Flexible Statistical ModelingPyData London 20262026-06-05
Claims that BART gives calibrated probability intervals and that pymc-bart makes it practical get tested with concrete examples: F1 lap times and GSS…
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Bayesian Time SeriesPyData London 20252025-06-06
Practical checklist: tutorial uses PyMC in Jupyter (Conda / Pixie setups) to build AR/AR1/AR2, random‑walk and state‑space models in PyMC, add Fourier…
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A Beginner's Guide to Variational InferencePyData Virginia 20252025-04-18
Tutorial shows concrete claims and timings: PyMC runs ADVI and the newer Pathfinder and compares them against MCMC NUTS on real models. Example: Gaussian…
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Making Gaussian Processes UsefulPyData Global 20242024-12-03
Tutorial turns Gaussian processes into a usable tool: hierarchical binomial and count models on baseball batting and slugging data, implemented in PyMC, use…
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Probabilistic Python: An Introduction to Bayesian Modeling with PyMCPyData London 20222022-06-17
Overview of what is actually done and what comes out: introduces PyMC v4 and the Aesara/JAX backends, fits models with the No-U-Turn Sampler (NUTS), and shows…
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A Primer on Gaussian Processes for Regression AnalysisPyData New York City 20192019-11-04
Hands-on notebooks show how to specify, fit and validate Gaussian process regressions in Python using PyMC3 with gradient MCMC (NUTS/HMC) and occasional MAP…
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An introduction to Markov Chain Monte Carlo using PyMC3PyData London 20192019-07-12
Covers concrete MCMC practice using PyMC3 and the repo https://github.com/fonnesbeck/mcmc_pydata_london_2019 with runnable notebooks: hand-implements…
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