You can remember the meaning of 博物馆 with this easy mnemonic:
That museum exhibits an extensive (博) display of things (物) that you would have around the house (馆).
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.