Nothing to stop you applying and colleges will generally make an offer but you will probably need a very convincing case to present to IRCC given there is no logical connection between commercial and culinary. Do you have any current work experience in the culinary field. Maybe to get more comments share a bit more of your profile, qualifications, IELTS, work experience , course chosen, college and long term goals on returning home country.
Also note to be sure to apply to a public college and not private given latter do not generally qualify for a PGWP.