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To set up authentication keys, the command ssh-keygen is employed to generate a key pair consisting of a private key and a public key. The private key remains confidential, while the public key can be shared with the remote server. The command parameters allow users to designate the key type, size, and an optional comment for identification. This critical process ensures enhanced security when accessing remote machines.