Rinse the shrimp under cold water to remove ice crystals. Place the frozen shrimp in a colander and rinse under cool running water for about 1 minute to remove any ice crystals and separate any shrimp that are frozen together. Shake the colander to remove as much excess water as possible. Place in fridge to finish thawing, up to 12 hours.