You can remember the meaning of 可惜 with this easy mnemonic:
There is nothing we can (可) do. It is a pity (惜) that we aren't able to help.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.