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Hey! Starting An Mlops Director Position In 2 Weeks. I'M Thinking About Architecture.
Has Anyone Ever Tried To Use Clearml As An Experiment Tracker, But Used A Different Orchestrator Like Metaflow, Airflow, Prefect, Etc.? I'M Struggling To Find Guides Or
Hey @<1523701482157772800:profile|AnxiousSeal95> ! I think ClearML's orchestrator is a great fit for ad-hoc experimentation, but not for (event-triggered) batch inference jobs that need to be relied on in production.
I'd only feel comfortable supporting pipelines that serve end users on a tool that is known for that, e.g. Metaflow, Dagster, or Airflow--mainly because those tools emphasize good monitoring and integration with the wider data ecosystem.
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