Management AI: Matching AI Models To Business Needs, Semi-Supervised Learning And Marketing Analytics If supervised or unsupervised learning can solve the problem, stick with what works. There are places where both types of learning provide a portion of the picture, when using semi-supervised learning provides critical information to solve a problem.