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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.

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. VaMEx-ARES - VaMEx-ARES

    The overall goal of the project is to develop and validate robust, scalable, and long-term-viable navigation and coordination solutions for heterogeneous robotic swarms in Mars-like exploration…

  3. 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…

  4. 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…