You can remember the meaning of 方向 with this easy mnemonic:
This city is basically square (方) shaped, so you'll never get lost. Once you hit a dead end, just change direction (向).
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.