If you have a job, you "should" have to apply, it is very important.
Otherwise, you will be fined by government !!!!!
According to Employment Service Act, Taiwan, foreign students who work without a work permit will be fined from NT$30,000 to NT$150,000.
Moreover, you will be leave the country immediately and will be banned from working and in Taiwan for 3 years.