You can remember the meaning of 自私 with this easy mnemonic:
I need to be more selfish and focus on myself (自). I'm going to a private (私) wine tasting tour.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.