You can switch between Books any time by tapping the Home icon in the upper left corner. This will return you to the main page where you can pick a different Book to start!
 

To search for Books by series or genre, select the Explore icon. The Explore icon looks like three standing books and can be found at the bottom of the screen. It is second from the left and will show "Explore" when selected.