You can remember the meaning of 一边 with this easy mnemonic:
One (一) step over the edge (边) of the cliff, and you'll find yourslf lying on one side bleeding everywhere. Be careful!
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.