You can remember the meaning of 笑话 with this easy mnemonic:
My speech (话) was full of jokes, everyone was laughing (笑) and laughing!
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.