In large bowl, beat cream cheese and powdered sugar with electric mixer on medium speed until smooth. Add peanut butter and milk; beat again until smooth. Fold in whipped topping.
Spoon and spread filling in crust. Top with lines or swirls of chocolate syrup. Refrigerate at least 2 hours before serving.