You can remember the meaning of 庆祝 with this easy mnemonic:
A marriage ceremony is to celebrate (庆) a couple and to express good wishes (祝) for their future.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.