Markov Chain Monte Carlo

concepts · 4 notes linked

Related: Bayesian Inference · Pymc · Multilevel Modeling · Hierarchical Models · Pymc3 · Probabilistic Modeling · Github · Probabilistic Programming

Notes

• A Primer on Bayesian Methods for Multilevel Modeling — Bayesian hierarchical modeling with PyMC3 using partial pooling
• GitHub - CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers: aka \"Bayesian Methods for Hackers\ — Open-source computation-first Bayesian inference book using PyMC
• Markov Chain Monte Carlo in Python | Towards Data Science — Complete real-world MCMC implementation using PyMC3 on sleep data
• – while my_mcmc: gently(samples) — Thomas Wiecki's Bayesian/MCMC personal blog and AI reflection posts