Rob's advice is good. Let us know what you plan to build: home remodeling, furniture, toys, boxes, decks, etc. Would probably recommend different books depending on what path you wish to take.
Also, its a great idea to take a class (try local adult ed programs or community colleges). There are some things it really helps to see done, eg. how sharp should a chisel be? how do you hold a board on a jointer? Woodcraft offers some useful short courses, too.
One more piece of generic advice... never pay retail for a book. There's a huge used book market on the internet (Amazon.com if nothing else). You should be able to get a new or like-new used book for half the store price. Your local library may have some good woodworking books and videos, too.