Place the chocolate chips into a microwave-safe bowl. Heat in the microwave in 30-second intervals, stirring well after each until fully melted and smooth.
Fully coat each potato chip into the melted chocolate, set onto plates. Decorate with sprinkles. Let sit until the chocolate has set completely.