You can remember the meaning of 大夫 with this easy mnemonic:
The doctor said that I can't carry big (大) items, so I guess I can't be a porter (夫) anymore.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.