Can DataRobot MLOps monitor on my environments ?.

[alexsunny123]

Hello,

We have models that are deployed to existing environments and are already up and running. Is there a way for DataRobot to monitor these models even though they are not deployed on DataRobot’s prediction servers?

thanks

alexsunny

[doyouevendata · Accepted solution]

Hi Alex -

You can learn more about monitoring models hosted outside of DataRobot in this article: Monitoring all Your Models with DataRobot MLOps Agent.  We have other examples as well, such as How to Monitor Spark Models with DataRobot MLOps.

Note the latter uses a DataRobot model run in Databricks, but it could really be any model.  The high level architecture is that code around your model uses our MLOps library to write data to a channel (file or queue) and an MLOps Agent consumes that data and reports it back to DataRobot for monitoring and analysis of performance and drift related data.

[alexsunny123]

thanks my issue has been fixed.