Remove Captions from Custom Gallery function.php

if you can do it easy way ,so why not?

you can use jquery to do it like:

( function( $ ) {    
    function function_name() {
          $( '.gallery-caption').css({display:'none'});
}

function_name();
} )( jQuery );