DESCRIPTION Why can we learn from unlabeled data for supervised learning tasks? Do unlabeled data always help? What are the popular semi-supervised learning methods, and how do they work? How do they relate to each other? What are the research trends? In this tutorial we address these questions. We will examine state-of-the-art methods, including generative models, multiview learning (e.g., co-tra