The Very Hungry Caterpillar!
I loved that book growing up! I really can't say it "taught" me anything, but the book is very age appropriate and my daughter now has her own copy of the book! She likes pointing out all the different foods and what she likes and doesn't like. It definitely has a lot to offer, even if it doesn't teach math.