~/talk

R, Python, and Tableau: A Love Triangle

Talkat rstudio::conf(2022) · 2022-07-25..07-28· [data-visualization]
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slides:none on file

Tableau dashboards send data to real random forest models built with ranger in R and scikit-learn in Python, served as APIs using plumbertableau and FastAPITableau, returning residuals and predictions that update live in the workbook. Extensions and a Shiny-based visual (density plot) are published and tested on RStudio Connect, which uniquely hosts R and Python extensions side by side. Example data is song attributes across genres and the integration demonstrably executes and visualizes results in real time.

AI-written summary · about

  1. 0:00Introduction
  2. 1:37Tool integration analogy
  3. 3:00Tableau dashboard basics
  4. 3:43ML with R and Python
  5. 5:49Tableau extensions in R
  6. 6:30Tableau extensions in Python
  7. 7:13Hosting on RStudio Connect
  8. 8:36Using extensions in dashboards
  9. 9:59Dashboard components combined
  10. 11:45Custom shinytableau visuals
  11. 13:31Configuring shinytableau
  12. 14:56Summary
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