You can remember the meaning of 凶手 with this easy mnemonic:
The fierce (凶) woman managed to cut off the hand (手) of the murderer before he got to her.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.