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@atheendre130505 atheendre130505 commented Nov 4, 2025

Description

This PR updates the PyMC tutorial notebooks with various improvements and fixes to enhance clarity, correctness, and user experience.

Changes

  • Fixed outdated code snippets for compatibility with latest PyMC version
  • Improved explanations and added clarifications in markdown cells
  • Enhanced notebook structure for better readability
  • Ensured all notebook cells execute without errors

Testing

  • All updated notebooks were executed end-to-end without failures
  • Verified that outputs and plots render correctly

Notes

  • If maintainers prefer, notebook updates can be split into smaller PRs or moved to the pymc-examples repository.

Related Issue

No specific issue linked.

Checklist

  • Follows PyMC contributing guidelines
  • Executed all cells without exceptions
  • Documentation improvements only, no API changes

📚 Documentation preview 📚: https://pymc--7952.org.readthedocs.build/en/7952/

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