How to use the $ in Jupyter-notebook Markdown code snippets

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I am new to Jupyter-notebook and despite browsing the web and stack-overflow, I wasn't able to find an answer. As well in introducing tutorials to Jupyter-notebook. I'm sure the issue is trivial but not yet enough for me ...

When I write <code> $ </code>, this last command does not exit anything until a second $ written later on in the text (see the image: dollar issue). It looks like this second <code> $ </code> in the text is the exit.

Can someone explain to me how to write the $ in Jupyter-notebook Markdown code-snippets please? (it properly works in this very editor!)

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