Check out the manpage for ssh-keygen.
Basically how this would work, is you generate a key on the local machine and put it into the /home/<user>/.ssh/authorized_keys file on the remote machine, where <user> is the username you'll be connecting as. Once you have this set up properly, it should connect without requesting a password.
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