In this course Jypyter notebook was used for demonstration

Is it usually used as a part of some application’s codebase?

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No, Juypter notebooks are primarily used for education and research and collaboration. It’s not a very efficient platform for practical use.

I have heard there are 3rd party tools that will turn a notebook into a standalone application. But I do not know much about them.

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I see. That makes sense to me.