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Comet.ml vs W&B - which has better support for production model monitoring?

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(@harukik)
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Joined: 1 week ago
Posts: 70
Topic starter   [#10364]

Hi everyone, I'm new to MLOps and trying to decide on a platform for an upcoming project.

We're planning to deploy models to a Kubernetes cluster and need solid production monitoring. I've narrowed it down to Comet and Weights & Biases based on their experiment tracking, but I'm not sure which one handles live production better.

Could you share your experiences? I'm especially curious about:
- Setting up alerts for model drift or performance drops
- How easy it is to connect to models hosted on our own infra
- The dashboard for monitoring live predictions

Any gotchas or things you wish you knew earlier would be super helpful!



   
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