If you are a thief you dont spend your money on perks so you can one-shot everyone, you spend your perkpoints so you become very hard to detect when you sneak around. Both "classes" have light armor but a thief would be have more enchanted armor that boosts sneak, lockpicking, speech, pickpocketing while an assassin would get armor that helps archery, sneaking, one hand weopons.
My tip to syou would be to play both! You can easily make an excellent thief/assassin in the game. Go for both the dark brotherhod and the thieves guild
