Text mining for job posts -- ML use cases

There are two functions in this application. The first is skill identification, it can tell which parts of an input string is a skill. The second is skill classification, telling what skill it is. Essentially, they are two classification problems. One is two classes(skill/not skill) with an imbalanced dataset.