Hi Linda,
Purslane is fat leafed and Portulaca has spiny leaves. Purslane usually has 5 petals to a bloom and portulaca has a lot, more like a rose.
I've heard both called Moss Rose and it confuses me so I stay away from that term and look for Purslane or Portulaca.