Model deployment environment - Polyaxon

Has any of you worked directly with https://github.com/polyaxon/polyaxon?

I listened to a podcast about it (https://www.podcastinit.com/polyaxon-with-mourad-mourafiq-episode-158/) when the main developer of this project was discussing the why and how he started this project.

There were two points that stood out to me in his talk:

  • reproducibility of research
  • better control over prod deployments, with regular checks to make sure that the models still worked as intended

I am curious to learn whether people have had first-hand experiences with either of this points.

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