You can remember the meaning of 学会 with this easy mnemonic:
I really want to finish learning (学) this piece of music so I will be able (会) to present it during the Christmas party.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.