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Towards Observability for ML Pipelines // Shreya Shankar // MLOps Coffee Sessions #75

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Ama Observability

A lot of people have come to me recently, for whatever reason, maybe because i was boutcast, and said, what is it with all monitoring stuff? There're so many companies out there. So now, how do we build a monitoring tool that can give me my real time accuracy or real time precision? And this is already a hard problem, right? Because we have things like label lag. We have a imperfect joins. It depends on how our monitoring is done. In streaming systems, we lose data of were in the last 90 days. I think the first question then is, what is the first thing that people monitor? Right? And that's where everyone is getting it wrong

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