How to set up Ubuntu Jenkins slave using SSH key?

There are a lot of information on the internet on setting up SSH server on Linux and how to set up Jenkins nodes (aka slaves). However, I did not find any comprehensive documentation that explains setting up an Ubuntu slave on Jenkins using SSH keys. This tutorial aims to fill that gap and provide such
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