I might suggest you stock up on protection potions (Fire, Ice, some poison, some death).
For inventory management, I might suggest you leave a lot of your non-equipped gear at home. Constantly swapping gear gets irksome and clutters your inventory. You'll want the space to grab stuff that drops in the dungeon.
You can see the wiki on the dungeon
here.