Yes, that's dollar weed, aka Pennywort. They're easy to control fortunately. I use products that have triclopyr in them because it's very effective and it's cheap. Normally triclopyr is found in brush killer (not non-selective vegetation killer) and I specifically use Brushtox. Here's a picture and a recommendation from my local agriculture extension at the University of Georgia:
Products containing atrazine, clopyralid, 2,4-D, metsulfuron, quinclorac, sulfentrazone, dicamba, thiencarbazone, triclopyr or a combination of these are effective against dollarweed.
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