Peel the tough leaves of each bamboo shoot to reveal the tender interior. Cut off the firm tip and bottom parts. Also, shave off the bumpy part from the bottom part's outer layer. Once all the bamboo shoots are peeled out of tough leaves, soak them in cold water for 30 minutes to remove any excess bitterness.