Yes!! we can change password of worpress login directly on MySQL. Login to control panel and launch PHPMyAdmin.
UPDATE`wp_users` SET `user_pass`= MD5('mypasswd') WHERE `user_login`='myuser';
Note: table name is given is base table. Table prefix may change based on your configuration.