You might remember the meaning of the character 泥 with this easy mnemonic:
I saw droplets (氵) of mud on a tiny bird corpse (尸), and I tried to scrape it off with a spoon (匕).
Using mnemonics to remember the meaning of Chinese characters like has a huge impact on how long to learn Mandarin it takes.