You can remember the meaning of 大部分 with this easy mnemonic:
One of the biggest (大) departments (部) in our office is being divided (分) into smaller sections for easier management. The majority of the employees are happy with this decision.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.