You can remember the meaning of 星期天 with this easy mnemonic:
Every Sunday, my parents and I sit under the stars (星) and look up for a period of time (期) at the sky (天).
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.