"Shiyards" may be a misspelling for "shipyards", which are facilities where ships are built and repaired. To correct the mistake, consider using auto-correct or revising the term based on context clues. Alternatively, rely on proofreading or consulting a dictionary for accurate spellings to ensure clear communication.