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The error is potentially related to the JupyterLab version that you are using in SageMaker Studio. We have noticed an increase in similar cases where customers using JupyterLab version 1 have experienced issues with kernel startup. AWS has recently made updates to SageMaker Studio, and it is possible that the version of JupyterLab you are using is now outdated. [1] I recommend that you update your JupyterLab to the latest version. [2]
Additionally, can you please shut down and update SageMaker Studio as described in [3]. I would also recommend you to shut down and update associated Studio Apps as described in [4].
Please only open a new Studio session and a Studio kernel after you complete the the steps (described in [3] and [4] respectively) to see the issue to resolution.
I would also like to communicate that restarting the studio periodically is good practice which actually prevents such intermittent issues.
References :
[1]https://docs.aws.amazon.com/sagemaker/latest/dg/studio-jl.html
[2]https://docs.aws.amazon.com/sagemaker/latest/dg/studio-jl.html#studio-jl-view
[3] https://docs.aws.amazon.com/sagemaker/latest/dg/studio-tasks-update-studio.html
[4] https://docs.aws.amazon.com/sagemaker/latest/dg/studio-tasks-update-apps.html