fadeOut() and slideUp() at the same time?

You can do something like this, this is a full toggle version:

$("#mySelector").animate({ height: 'toggle', opacity: 'toggle' }, 'slow');

For strictly a fadeout:

$("#mySelector").animate({ height: 0, opacity: 0 }, 'slow');