Is a Fraunhofer centre, independent from FhAICOS. The Department of Artificial Intelligence of FhHHI focuses on methods and applications of deep learning. This includes an information-theoretical analysis of deep representations, the development of efficient data analysis techniques and novel deep architectures, and the use of SoA neural network models for classification and regression tasks on image, text, video and time series data. Timely research topics such as explainable artificial intelligence (XAI), its practical applications towards better models and datasets, interpretable and reliable machine learning, compression of neural networks or the convergence between machine learning and communications are also investigated by the group.