If I am not mistaken the bord is selling with 1gb pre installed, that is maximum what the sam440 can have, so you dont have to buy it separetly. For the graphics card I would recomend a radeon 9000, 9200 ore 9250 pci with 256mb graphics ram. You find them new cheep on ebay.
