TOC educational resources

Jump to bottom

Osvaldo Martin edited this page Jun 18, 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