Sage Maker Model Monitor.

Question

Hello,

I have deployed Mistral 7B LLM model on aws sagemaker using sagemaker studio jumpstart.
I have the endpoint with me.

Now I want to know how I can monitor this model using Sagemaker Model Monitor Feature.
I am not getting any option on sagemaker console for monitoring.
On governance Dashboard nothing is showing except my model endpoint name.
Followed some articles and found that by using notebook instance I can configure model monitor feature but getting error.

I am not sure from notebook which example I need to copy and work on that.
I need a detail guidance about Sagemaker model Monitor service.

Please help me with this..
Thank you.

Answer

* Go to the SageMaker console and select the 'Model' tab. You should see your model listed here.
* Select the model and then choose the 'Monitoring' tab. Here you can configure monitoring schedules and view any alerts.
* For a new model, you may need to wait some time for baseline metrics to be collected before monitoring can be enabled
* You can set monitoring schedules to check for concept drift at regular intervals. Schedules can be custom frequency like every 6 hours.
* Alerts will be triggered if the model performance deviates from the baseline by a specified threshold.
* You can drill down on any alerts to analyze root cause using various plots and metrics provided in SageMaker Studio notebooks.
* Logs and metrics from the model endpoint are continuously exported to CloudWatch for long term retention and analysis.

Sage Maker Model Monitor.

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