You can remember the meaning of 过去 with this easy mnemonic:
Whatever heartbreak you experienced in the past, you should just let it pass (过) through your emotional system and let it go (去).
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.