Cotyledons are the first leaves that appear on a seedling and play a crucial role in the early stages of plant development by providing essential nutrients to the growing plant. They are classified into monocotyledons, which have one cotyledon, and dicotyledons, which have two, influencing the plant's subsequent growth patterns and structure.