You can remember the meaning of 并非 with this easy mnemonic:
Math really isn't hard, it's just combining (并) numbers, it's not (非) complicated.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.