From Notebook to Production Considerations — Roadmap Step & Resources
What has to change when exploratory analysis code needs to run reliably and repeatedly
- Level: advanced
- Estimated time: 1 days
- Roadmap: Data Science
Before this step
Interview questions
- What typically breaks when notebook code is copy-pasted straight into a scheduled production job?
Study resources
- Cookiecutter Data Science (Article) — A widely-adopted standardized project template for moving from notebooks to production code.
- From Notebook to Production Explained (Video) — A practical walkthrough of refactoring exploratory notebook code into production modules.
Part of
- Version Control & Collaboration for Data Science — section
- Data Science roadmap — the full learning path