You can remember the meaning of 办公室 with this easy mnemonic:
I like to do (办) whatever I want in my office. It's not a public (公) room (室), so I can do anything I want!
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.