Here are the steps to establish a remote access to a Linux machine from Remote Desktop Manager:
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Run the following commands on the Linux machine:
sudo apt install xrdp
sudo systemctl enable xrdp
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Create an RDP entry in Remote Desktop Manager with the credentials for the Linux machine filled out.
Launch the session in Remote Desktop Manager.