Knitfabric.com They have a large selection. I've never purchased from there, but there are a lot of places if you do a search for Sweatshirt fabric.
They seem to have good reviews. Just do a search for Knitfabric.com reviews and it will pull up a few sites with reviews.
Some reviews for Knitfabric.com