This course examines advanced concepts and recent developments in machine learning. The course will consist of a mix of lectures, to introduce advanced concepts, and student-led seminars, for discussing recent developments. At the end of the course, students will have working knowledge of as well as practical experience in advanced machine learning. This is a topics course and the course syllabus will be adjusted to fit the interests of the students.