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Step 1: Create public and private keys using ssh-key-gen on local-host

tejas@local-host$ [Note: You are on local-host here]
tejas@local-host$ ssh-keygen Generating public/private rsa key pair.
Enter file in which to save the key (/home/tejas/.ssh/id_rsa):[Enter key]
Enter passphrase (empty for no passphrase): [Press enter key]
Enter same passphrase again: [Pess enter key]
Your identification has been saved in /home/tejas/.ssh/id_rsa.

Step # 1 : Stop MySQL Service.
 
# /etc/init.d/mysql stop
Output:

Stopping MySQL database server: mysqld.
Step # 2:Start to MySQL Server W/O Password :
# mysqld_safe --skip-grant-tables &
Output:

In Ubuntu