You can remember the meaning of 公路 with this easy mnemonic:
I hate taking public (公) roads (路) such as the highway. I love venturing through forests and fields.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.