You can do this by setting 'with_front' => false
while registering the new custom post type, To remove the custom post type slug which WordPress adds by default, pass 'slug'=>''
empty.
E.g.
//Example - how to pass array to rewrite
$args = array(
// This rewrite settings will remove the slug you want also the slug - /custom_post_type/
'rewrite' => array('slug'=>'','with_front'=>false),
);
register_post_type('custom_post_type',$args);
Reference – Register_post_type()