Both can be correct. Many meanings are possible, and more clarification might be needed.
If you ask "Would you like apples or oranges," then you could be offering someone an exclusive choice—if they choose apples, they get no oranges—or an inclusive choice ("We have fruit, would you like some? Some apples, or maybe some oranges?"). In logical terms, there is the OR gate, which can be satisfied if one or both of the options are met, and the XOR gate, which is satisfied if only one of the options is met.
But this is splitting hairs; most reasonable people, hearing the sentence "If you're interested in the field of chemistry or biology..." would interpret the or as and/or, especially since the context communicates that the programme is of interest to both—that is, they would assume an inclusive or. I doubt any editor would flag either field or fields as wrong in this usage. If it is very important to you to enforce a restrictive meaning, it's best to include additional clarification: "If you're interested in the field of either chemistry or biology."
One could also argue that "chemistry" and "biology" contain many "fields," like organic chemistry or marine biology. In this case, "the fields of chemistry or biology" could mean "the many fields of which chemistry and biology are composed." If this is intended, of course the plural is appropriate. But at the same time, few reasonable hearers would assume this meaning. If it is intended, additional clarification like "the many fields of [or within] chemistry or biology."