~/talk

Drops of Jupyter: An Exploration of the Notebook Ecosystem

Talkat Write the Docs Portland 2026 · 2026-05-03..05-05· [machine-learning]
links:none on file
slides:none on file

Jupyter remains useful but fragmented: Google Colab provides a ready execution environment while notebooks stay in Git repos; reviewnb and nbdime make PRs readable; nbdev converts notebooks into literal codebases; Marimo stores source as Python functions and builds a dependency graph to avoid execution-order bugs and runs as scripts; Molab provides a Colab-like runner for Marimo; Quarto’s QMD is markdown with inline code and QMD runs code top-to-bottom during rendering enabling testable, publishable docs.

AI-written summary · about

  1. 0:00Jupyter notebooks intro
  2. 1:03Jupyter notebooks flaws
  3. 3:33No perfect notebook format
  4. 4:56Jupyter origins and uses
  5. 6:22Machine learning and Jupyter’s rise
  6. 7:26TensorFlow and notebooks
  7. 8:31Docs as code & literate programming
  8. 9:32Notebook evolution pressures
  9. 10:12Git collaboration in notebooks
  10. 12:44TensorFlow notebook docs
  11. 14:28Notebooks for software engineering
  12. 15:53Marimo Jupyter alternative
  13. 18:42IPython Flow reactive notebooks
  14. 19:02Notebooks for docs and publishing
  15. 20:07Quarto docs publishing system
  16. 21:54Quarto documentation focus
  17. 22:14Takeaways and frustrations
  18. 22:58Closing remarks & Q&A
  19. 23:39Q&A beginner notebook use cases
  20. 24:42Q&A shared execution environments
  21. 25:47Q&A interactive Quarto files
  22. 27:11Q&A adding Quarto to docs
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