When I run for the first time jupyter notebook in vs code takes very long time to connect to kernel and then it takes again a lot of time to load the modules like numpy, pandas, matplotlib etc. For the first problem I tried making a normal .py file so that the interpreter is loaded quickly and that worked. But for the 2nd problem it's still unsolved. Just to mention here a thing that I tried to install python3.10 a few days ago but that had some issues like I was not able to install numpy or other modules then. So I uninstalled python3.10 and also removed it from path variable from settings. And the 2nd problem that I mentioned earlier started after this python3.10 installation-uninstallation.
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Maybe it related to the 2-3 recently released. Could you try to install some early version of Jupyter extension?
You can have a look at these pages:
Steven-MSFT
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How to install previous versions of jupyter extension? – Saqlain Afroz Oct 29 '21 at 04:12
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@Saqlain Afroz I have updated the answer. – Steven-MSFT Oct 29 '21 at 05:43