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TOC educational resources

Osvaldo Martin edited this page Mar 16, 2019 · 4 revisions

1 Visualization

  • something general about dataviz
    • colors, shapes, etc
    • continuous vs discrete variables
    • ??
  • what is special about Bayesian statistics
  • uncertainty
  • exploratory analysis of Bayesian model
    • Diagnoses of the quality of the inference
    • Model criticism, including evaluations of both model assumptions and model predictions
    • Comparison of models, including model selection or model averaging
    • Preparation of the results for a particular audience
  • Introduction to xarray, InferenceData, and NetCDF for ArviZ

2 Diagnostics * General MCMC diagnostic * Nuts * SMC * VI

3 Model criticism

  • PPC Plots
  • ?

4 Model comparison

  • plot_compare, WAIC. Bayes Factor
  • ?

5 Preparation of the results for a particular audience

  • Forest Plots
  • Summary Statistics
  • KDE Plots
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