Notes

Notebook: radon.ipynb

develop branch

master branch

Metrics

• High Density Interval (A Credible Interval)
• Monte Carlo Standard Error
• Effective Sample Size
• Gelman and Rubin's MCMC Convergence Diagnostic $R$

References

• Engineering Statistics Handbook
• A Primer on Bayesian Methods for Multilevel Modeling
• Multilevel Modeling Primer in TensorFlow Probability
• Interesting Case Studies
• PyMC API
  • pymc.Model
  • The PYMC Samplers
• ARVIZ API
  • arviz.plot_ppc
  • arviz.InferenceData methods
• Graphing
  • seaborn.boxplot
  • maxplotlib.axes.Axes.boxplot
  • daft:   daft & complete pooling
  • graphviz:   pymc.model_to_graphviz, pymc.model_graph.ModelGraph
• pandas API
• NumPy API
• xarray API
• JupyterLab
  • Documentation
  • API