How to add category exclusion to rss feed

In your functions.php add:

function excludeFeedCats($query) {
    if ($query->is_feed) {
        $query->set('cat','-3, -12');
    }
return $query;
}

add_filter('pre_get_posts','excludeFeedCats');

Or use Simply Exclude for more flexibility.