That definitely provides insight into the impetus for using Jupyter, but doesn’t answer a lot of key points and bring up new questions:
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Did you install the Anaconda Distribution on your Windows machine? Is it inside Linux in your machine or installed natively? Related: You brought up Linux in your reply, are you using Linux on your Windows machine?
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Did the Anaconda Distribution work for you? Can you open Jupyter the typical way using Anaconda Navigator? (Separate from the video stuff. Just using what a typical person would do following the ‘Getting Started’.)
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Did you try what it says here?
The video you are following should be using %conda install and not !conda install commands inside the notebook. Similar with pip. Don’t use !pip install, use %pip install inside the notebook these days. See here.
I’m not following the whole paragraph mentioning " this broke down for me at the point where I did not purchase extra credits". I don’t think that part is pertinent to this community. I’d be more interested in where things in the video don’t match up for you.
Because the video you are referencing is using HuggingFace resources, you may want to know you can use JupyterLab directly at HuggingFace for free if you stick with the basic CPU using HuggingFace Spaces, see here.