No, you don&#x27;t need to restart your machine after you install CUDA.<p>Also you might not need to restart after you install the drivers, this is not Windows. (But there might be some rmmod&#x2F;modprobe needed)<p>&gt; If your deep learning machine is not your primary work desktop, it helps to be able to access it remotely<p>Yes, use ssh.