The first thing you will need to craft is a wand. The first one available to you is the Wand of the Apprentice crafted as shown here:
Any type of shard can be used in the recipe.
You then place a bookshelf in the world and right click on it with the wand. This gives you the Thaumonomicon which explains almost everything else you will need to know about Thaumcraft.