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It will install a default Java kernel (currently JJava) which is then available locally on your computer. This can then be used in your local Jupyter install or via editors that support jupyter ...
Take a look at our example notebook, streamlit version runs here The main idea is for you do experiment and develop in your notebook, visually see all the pieces, and then convert the notebook to .py ...