For our daughter's birthday, she was given a great book, Jazz Baby by Lisa Wheeler. Our kids love this book. The kids like rhythm and rhyme in the book. The illustrations are great in the book. Our daughter likes to look at the people in the illustrations, and recognize similarities with people in our family.
Also, our son loves to read the book to our daughters too. I would recommend this book.