Theory, Algorithms and Computations of Modern Learning Systems

  • Many contemporary ML algorithms are still comparably badly understood conceptually. As a result, they require manual tuning, can be inflexible and behave erratically.
  • The program connects experts with diverse backgrounds to advance the algorithmic foundations of ML. It will support the development of efficient and reliable learning systems with theoretical guarantees.