We in the »Self-Learning Systems« group works in a range of advanced machine learning topics. We employ deep learning in combination with reinforcement-learning techniques and methods for reliable and interpretable artificial intelligence (AI). We also use and investigate continual and distributed learning as well as deep compression.
We want to make use of quantum algorithms in machine learning. Quantum Machine Learning is a young, emerging research field at the intersection between AI and quantum computing. Driven by the results of recent efforts to demonstrate a quantum advantage, the focus of the research community is on developing novel quantum algorithms for today’s quantum computers.