A checklist for turning a notebook into a service

2026-10-27来源 dev.to Machine LearningEnglish

After the third notebook-to-service conversion, I wrote a checklist. It's not clever, but it saves days.

  • Pin the environment (requirements + Dockerfile)
  • One entrypoint function: load_model() + predict()
  • Golden input/output test
  • Health endpoint that also checks model version
  • Structured logs with request id and model version
  • A fallback path when the model fails to load

The last one is the one people forget. A service that crashes at startup is worse than a service that degrades.

Side quest: learning Kotlin Multiplatform, because I keep ending up on teams that need a mobile client for their model.

原文：https://www.a8q9.cn/en/article/a-checklist-for-turning-a-notebook-into-a-service-52d10d.html

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