You can remember the meaning of 大声 with this easy mnemonic:
I know you're a big (大) person, but do you have to speak in such a loud voice (声)?
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.