You can remember the meaning of 周末 with this easy mnemonic:
I need a complete (周) weekend of quiet to myself before the end (末) of summer vacation.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.