Bourbon-Pumpkin Milk Punch

½ cup ice cubes

or as needed

3 fluid ounces half-and-half

2 fluid ounces bourbon whiskey

2 teaspoons pumpkin pie-flavored syrup (such as Torani®)

¼ teaspoon vanilla extract

¼ teaspoon ground nutmeg