Blend together ice cream, milk, and peanut butter until the desired consistency is reached. Add in about ¼ cup of Reese's Pieces and pulse the blender a few times, just until the candy is slightly chopped up. Serve immediately with whipped cream, chocolate syrup, and more Reese's Pieces on top.