Explore new Jupyter Notebooks V2

[dariofaccin]

Context

As part of Kubeflow release 26.03, the notebooks component might be migrated to version 2.0.
Information on main differences need to be gathered before starting the charm migration and implementation.

What needs to get done

1. Explore new notebooks V2 codebase
2. Find differences between current stable version in CKF and new version
3. Create a document outlining those differences

Definition of Done

1. Clear understanding of new notebooks
2. Document outlining differences is available

[syncronize-issues-to-jira]

Thank you for reporting your feedback to us!

The internal ticket has been created: https://warthogs.atlassian.net/browse/KF-8477.

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