In bowl of stand mixer, beat cream cheese until fluffy. Add powdered sugar and peanut butter; mix until blended. Add milk; mix until blended. Fold in whipped topping.
Pour into crust. Sprinkle with chocolate chips. Drizzle with chocolate syrup and caramel syrup. Freeze until set.
