JupyterLab 3 notebooks on SageMaker Studio Classic will reach end of support on December 31, 2024.

After setting up `direct_mode` environment using [guide](https://github.com/aws-samples/amazon-sagemaker-build-train-deploy/blob/master/setup/README.md) on [Step 0 ](https://github.com/aws-samples/amazon-sagemaker-build-train-deploy/tree/master/00_start_here)we are presented with the below warning.

https://eu-west-1.console.aws.amazon.com/sagemaker/home#/studio-landing
> **JupyterLab 3 notebooks on SageMaker Studio Classic will reach end of support on December 31, 2024**
We will automatically migrate all accounts to the new Studio experience, featuring JupyterLab 4-based notebooks, in phased rollouts before this date. You can manually migrate to the new Studio before this date and take advantage of the updated features. Your EFS data will automatically be available in the new Studio.