You can remember the meaning of 派对 with this easy mnemonic:
The popular clique (派) of a high school threw a party right (对) after exams. They literally had a blast.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.