You can remember the meaning of 下午 with this easy mnemonic:
Every afternoon you'll find a cat napping under (下) the stairs. She stays there from noon (午) till evening.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.