The course offers to advanced problems in machine learning and data mining. The main contents in the course include: some advanced machine learning models such as advanced neural networks, Markov random fields, Markov Chain Monte Carlo... and their applications with specific data in some fields, e.g, natural language processing, bioinformatics, and advanced computer vision problems.