~/talk

Collaborate with your team using data science notebooks

Talkat PyData Global 2023 · 2023-12-06..12-08· [developer-experience]
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Claim: collaborative notebooks (deepnote) let teams go from siloed code to shared reproducible work. Demo shows deepnote combining SQL python R and no code visualization blocks, an AI Suite that generates and edits notebooks, plus 50 native Integrations. Examples include a working random forest classifier, version history with rollbacks, GitHub push and app/dashboard export with link sharing. Advice: require cloud notebooks, parameterize inputs, track experiments and tests; the platform demoed these features and the app sharing and versioning appear to work.

AI-written summary · about

  1. 0:00Collaboration with notebooks
  2. 1:51What is Deepnote
  3. 4:41Notebooks for citizen data scientists
  4. 7:12History of notebooks
  5. 9:38Who uses modern data science notebooks
  6. 11:03Why collaboration fails
  7. 13:17Best practices for team notebooks
  8. 16:27Dev practices for production notebooks
  9. 18:38Embedded data science vision
  10. 19:02Q&A: Git with notebooks
  11. 20:27Q&A: Versioning data
  12. 21:56Q&A: Kernel configuration
  13. 23:57Q&A: Sharing workspaces
  14. 25:44Q&A: Git integration
  15. 26:05Q&A: Notebook apps
  16. 28:09Closing remarks
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