The spellbook button should be available in the UI. It was available to casters at the launch of the game (the original tutorial uses a cleric, and you can see the spells button)
https://www.youtube.com/watch?v=-l93daYpKY8
at 10:07 you can see the button being used to open the book and Memorize a spell.