From Notebook to Nine-Nines: Productionising ML

Proposed by Elena Vasquez · Halcyon Data

Accepted

Decision

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Proposal

A migration story across four teams: the ownership model, the CI that made it safe, and the two rewrites we would skip if we did it again.

Infrastructure & ScaleProduct & PracticeTalk

Intermediate

DevEx

Speaker

People attached to this proposal. Accepting copies them onto the session and assigns their onboarding tasks.

Elena VasquezSpeakerPrimary contact

Director of Engineering, Halcyon Dataelena.vasquez@example.com

Elena has migrated four companies from notebooks to production and has strong opinions about which parts of that journey are optional.

Application answers

Everything the speaker filled in on the call-for-papers form.

Talk title: From Notebook to Nine-Nines: Productionising ML
Abstract: A migration story across four teams: the ownership model, the CI that made it safe, and the two rewrites we would skip if we did it again.
Track(s): Infrastructure & Scale, Product & Practice
Session format: Talk (25 min)
Audience level: Intermediate
Have you presented this talk before?: No
Do you need travel support to attend?: Yes
Speaker biography: Elena has migrated four companies from notebooks to production and has strong opinions about which parts of that journey are optional.

Reviewers

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Reviews

1 review from the programme committee.

5.0 / 5average from 1 score

Ada Nwosu5.0 / 5Approve24 Jul 2026
Concrete, well-scoped and clearly grounded in real production experience. I would attend this.

Details

FormatTalk

Audience levelIntermediate

Submitted16 Jun 2026 at 22:30

Decision recorded27 Jul 2026 at 22:30

FormDevFlow Conf 2027 — Call for Speakers