Leo Africanus is best known for his book titled "The History and Description of Africa", which is considered a groundbreaking work in the field of African studies. The book is based on his extensive travels and observations throughout North and West Africa and provides valuable insights into the geography, history, culture, and socio-political dynamics of the region during the early 16th century.