# Moving from Dev Notebooks to Production Code - ML 098 Page: https://stenobird.com/podcast/adventures-in-machine-learning/moving-from-dev-notebooks-to-production-code-ml-098 Text version: https://stenobird.com/podcast/adventures-in-machine-learning/moving-from-dev-notebooks-to-production-code-ml-098.md Podcast: [Adventures in Machine Learning](https://stenobird.com/podcast/adventures-in-machine-learning) Published: 2022-12-22T11:00:00+00:00 Episode link: https://topenddevs.com/podcasts/adventures-in-machine-learning/episodes/moving-from-dev-notebooks-to-production-code-ml-098 Audio file: https://dts.podtrac.com/redirect.mp3/api.spreaker.com/download/episode/58842232/stream.mp3 Processing state: failed JSON: https://stenobird.com/v1/public/podcasts/adventures-in-machine-learning/episodes/moving-from-dev-notebooks-to-production-code-ml-098 Duration seconds: 4272 ## Resource In this week's episode we meet with Mike Arov, committer to the MLOps tool framework lineapy. From the benefits of notebooks as development tooling for Data Science work to the complex refactoring needed to convert them to production-capable code bases, our conversation dives deep into the generally under-represented bridge tooling of code base conversions. On YouTube Moving from Dev Notebooks to Production Code - ML 098 Sponsors Chuck's Resume Template Developer Book Club starting with Clean Architecture by Robert C. Martin Become a Top 1% Dev with a Top End Devs Membership Links Is There a Way to Bridge the MLOps Tools Gap? - KDnuggets Lineapy.org Advertising Inquiries: https://redcircle.com/brands Privacy & Opt-Out: https://redcircle.com/privacy Become a supporter of this podcast: https://www.spreaker.com/podcast/adventures-in-machine-learning--6102041/support . ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/adventures-in-machine-learning/episodes/moving-from-dev-notebooks-to-production-code-ml-098/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/adventures-in-machine-learning/moving-from-dev-notebooks-to-production-code-ml-098.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.