The course will give students an overview of selected topics in advanced machine learning that are currently subjects of active research. The course concludes with a final project.

"Project-based Education (PBE)", This course covers tools from statistics and machine learning enabling the participants to deploy these algorithms as building blocks for perception pipelines on robotic tasks. All mathematical methods provided within the course will be discussed in context of and motivated by example applications mostly from robotics.