– In small batches, coat the shrimp in flour, shaking off any excess, dip in egg, and lastly coat well with panko. Transfer to the rack. Bake the shrimp for 3 minutes on one side, and turn to the other side and bake for another 3 minutes. Serve the popcorn shrimp with ketchup.