You can remember the meaning of 学院 with this easy mnemonic:
I didn't learn (学) anything in college, apart from how to play soccer in the courtyard (院).
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.