You can remember the meaning of 凌晨 with this easy mnemonic:
I like to watch eagles soar (凌) into the sky early in the morning (晨).
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.