You can remember the meaning of 脑袋 with this easy mnemonic:
I am convinced that you don't have a brain (脑). In fact, I think you have a pouch (袋) of mush in your head.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.