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Research Topics

Machine Learning & Deep Learning

Machine learning systems act independently and give recommendations based on learned knowledge from large amounts of data. When deep neural networks are used in machine learning, this is referred to as deep learning. The basis for such CPU-intensive methods is the combination of special algorithms, a powerful infrastructure and training data.

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Projects

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  1. PathFold - PathFold - Language Modelling for Protein (Mis-)Folding Pathway Dynamics

    Protein folding determines whether a polypeptide chain reaches its native, functional conformation or diverges into a structurally aberrant state that causes disease. In amyloid-forming proteins such…

  2. CARE-Wise - Cognitive Assistance for Resilient Elderly care – Wissensgestützte KI-Unterstützung für die Altenpflege

    CARE-Wise Project – AI-Based Assistance for Everyday Nursing Care

    The CARE-Wise project is developing an AI-based assistance system designed to support nursing professionals in situations requiring…

  3. MLXAI-Plant - Multimodal Lightweight and Explainable AI for Plant Health Diagnostics and Evidence-Linked Decision Support

    The project "Multimodal Lightweight and Explainable AI for Plant Health Diagnostics and Evidence-Linked Decision Support" (MLXAI-Plant) will develop a multimodal large language model capable of…

  4. GEISHR - Generalist Edge Intelligence for Human-Safe Robots

    GEIHSR develops a generalist edge-intelligence framework for safe, low-cost, human-centered industrial robotics. The aim is to close the gap between perception and action by combining AI-based…

  5. pAIn-awAI - Personalised post-operative pain management using hybrid AI

    .In Germany, nearly 16 million surgical procedures were carried out on an inpatient basis in 2022. Despite rapid medical advances in recent decades, at least one third of patients suffer from severe…