You can remember the meaning of 大师 with this easy mnemonic:
The great master gave me a big (大) encyclopedia and said this is the best teacher (师) I'll ever get.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.