We can use Systemd command and Cockpit to improve the load-time of Ubuntu. In the terminal issue below command and you can see which service take more time to load
systemd-analyze critical-chain
You can see that docker service take much time to startup. So if you are not using docker service you can temporarily disable it. To enable and disable services in Ubuntu, You can use a web based tool named Cockpit.(https://cockpit-project.org/running.html#ubuntu)
sudo apt-get install cockpit
Open the Cockpit in a browser http://localhost:9090/ . Login with your root privileged account, But select the check-box “Reuse my password for privileged tasks”.
Now go to services and enable or disable services with GUI.
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