If you're doing data science and have mostly spent your time doing exploratory or just local development, this could be the episode for you. We are joined by Catherine Nelson to discuss techniques and tools to move your data science game from local notebooks to full-on production workflows. 
 
Episode sponsors 
 
<a href='https://talkpython.fm/agntcy'>Agntcy</a>
<a href='https://talkpython.fm/sentry'>Sentry Error Monitoring, Code TALKPYTHON</a>
<a href='https://talkpython.fm/training'>Talk Python Courses</a> 
 
<h2 class="links-heading">Links from the show</h2>
<div>New Course: LLM Building Blocks for Python: <a href="https://training.talkpython.fm/courses/llm-building-blocks-for-python" target="_blank" >training.talkpython.fm</a> 
 
Catherine Nelson LinkedIn Profile: <a href="https://www.linkedin.com/in/catherinenelson1/?featured_on=talkpython" target="_blank" >linkedin.com</a> 
Catherine Nelson Bluesky Profile: <a href="https://bsky.app/profile/catnelson.bsky.social?featured_on=talkpython" target="_blank" >bsky.app</a> 
Enter to win the book: <a href="https://forms.gle/1okKtSdSNTtAd4SRA?featured_on=talkpython" target="_blank" >forms.google.com</a> 
Going From Notebooks to Scalable Systems - PyCon US 2025: <a href="https://us.pycon.org/2025/schedule/presentation/51/?featured_on=talkpython" target="_blank" >us.pycon.org</a> 
Going From Notebooks to Scalable Systems - Catherine Nelson – YouTube: <a href="https://www.youtube.com/watch?v=o4hyA4hotxw&ab_channel=PyConUS" target="_blank" >youtube.com</a> 
From Notebooks to Scalable Systems Code Repository: <a href="https://github.com/catherinenelson1/from_notebooks_to_scalable?featured_on=talkpython" target="_blank" >github.com</a> 
Building Machine Learning Pipelines Book: <a href="https://www.oreilly.com/library/view/building-machine-learning/9781492053187/?featured_on=talkpython" target="_blank" >oreilly.com</a> 
Software Engineering for Data Scientists Book: <a href="https://www.oreilly.com/library/view/software-engineering-for/9781098136192/?featured_on=talkpython" target="_blank" >oreilly.com</a> 
Jupytext - Jupyter Notebooks as Markdown Documents: <a href="https://github.com/mwouts/jupytext?featured_on=talkpython" target="_blank" >github.com</a> 
Jupyter nbconvert - Notebook Conversion Tool: <a href="https://github.com/jupyter/nbconvert?featured_on=talkpython" target="_blank" >github.com</a> 
Awesome MLOps - Curated List: <a href="https://github.com/visenger/awesome-mlops?featured_on=talkpython" target="_blank" >github.com</a> 
Watch this episode on YouTube: <a href="https://www.youtube.com/watch?v=n2WFfVIqlDw" target="_blank" >youtube.com</a> 
Episode #511 deep-dive: <a href="https://talkpython.fm/episodes/show/511/from-notebooks-to-production-data-science-systems#takeaways-anchor" target="_blank" >talkpython.fm/511</a> 
Episode transcripts: <a href="https://talkpython.fm/episodes/transcript/511/from-notebooks-to-production-data-science-systems" target="_blank" >talkpython.fm</a> 
 
--- Stay in touch with us --- 
Subscribe to Talk Python on YouTube: <a href="https://talkpython.fm/youtube" target="_blank" >youtube.com</a> 
Talk Python on Bluesky: <a href="https://bsky.app/profile/talkpython.fm" target="_blank" >@talkpython.fm at bsky.app</a> 
Talk Python on Mastodon: <a href="https://fosstodon.org/web/@talkpython" target="_blank" >talkpython</a> 
Michael on Bluesky: <a href="https://bsky.app/profile/mkennedy.codes?featured_on=talkpython" target="_blank" >@mkennedy.codes at bsky.app</a> 
Michael on Mastodon: <a href="https://fosstodon.org/web/@mkennedy" target="_blank" >mkennedy</a> </div>

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