Fixed js:
var sum=0
//iterate through each input cell and add to sum variable
$('td.cost').each(function() {
sum += parseFloat(($(this).text().substr(1)));
console.log(sum);
$('#sumTotal').html(sum);
});
Working example: http://jsfiddle.net/4PZFL/1/