You can remember the meaning of 合作 with this easy mnemonic:
The lone dancer closed (合) her hands above her head, slowly bending down, making (作) what seemed to be a pose representing a pelican. She was looking for someone who would cooperate with her and dance to promote her cause.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.