Graph Streams, Pattern Matching, Flink

Image/Volume Processing and Quantification, Machine Learning for (Interactive) Image Segmentation, Data Visualization

Machine Learning, TensorFlow, PyTorch, EasyBuild, Score-P

Feature Extraction, Machine Learning, Deep Learning for Product Matching

Softwareengineering for AI-enabled systems

Machine Learning, Visualization, Biomedical Data Analysis, Deep Learning

Machine Learning, Data Analysis, PINN, Numerics & Differential Equations

Machine Learning, Natural Language Processing, Natural language interfaces for data analytics and explainable AI

Representation Learning, Information Retrieval, Natural Language Processing

Big Data Security, Hardware Security

Science Communication & Project Assistance

Entity Resolution, Knowledge Graph Embeddings, Machine Learning

Environmental risks, climate change impacts, Multi-model chains, parameter optimization, uncertainty assessment

Material Modelling, High Fidelity Analysis, Engineering Design Workflows

Structural Dynamics and Diagnostics, high-speed composite rotors, vibration-based diagnostics and function integration

FE-Analysis, Analytical Modelling, Stress Concentration Analysis

Machine Learning, Visual Data Mining, Biomedical Data Analysis, Deep Learning, Radiomics

Statistics, Machine Learning, Deep Learning

Knowledge Extraction

Data integration, Information Retrieval

Abstract Argumentation Theory for Explainable AI

Visual analysis of topographic maps, Numerical optimization, Machine Learning frameworks, HPC Services

Anomaly detection, Timeseries analysis

NLP, Domain-specific Text Analysis (Machine Learning), Controlled Natural Languages (Logic-based approaches)

Statistics, Machine Learning, Deep Learning

Production and Logistics, Industry 4.0, Connectivity, IoT Platform, Programming

Parallelisation of simulation software, Implementation of numerical schemes for THM simulations

Machine learning, Distributed Computing

Data Protection Law, IP Law, Transparency Obligations in AI Use

Computer Graphics, Rendering and Visualization of Scientific Data

Machine Learning, Bioinformatics, Precision Medicine, Genomics

Performance analysis/estimation of Big data applications, Big data frameworks on HPC

Graph Drawing, Sequence Data, Visual Analytics

Private DLTs

Machine Learning, Graph-ML, Deep Learning

Storage Formats in in-memory DBS, Model-based encodings & code generation

Software / Hardware / Operating System Security, Intrusion Detection

Software Engineering, Data Integration, Scientific Visualization, Pre- and post-processing of geo-data, VTK, Virtual Reality

(Temporal-) Graph Analysis and Algorithms

Software Engineering, Deepspeech

Cluster Management, Machine Learning, ML Infrastructure

High-throughput Simulations, Density Functional Theory

ML for [Database] Systems, Anomaly Detection, System Simulation

Privacy, ML, Acoustic Signal Processing, Operations Research

Graph Algorithms, Apache Hadoop Ecosystem, Geotemporal Data, Anomaly based Intrusion Detection / IT Security

Life Sciences

Research of Scientific Visualization, Trajectory Cell Labeling, Immersive Visualization (VR)

Abstract Argumentation Theory, Logic Programming

Data Visualization, Graph Analysis, Machine Learning, ScaDS Service Projects

Graph Representation Learning, KGs in Natural Language Processing

Science Communication, Public Engagement with Science

ML, Distributed Computation, Industry Projects, Deep Learning for Product Matching

 

Political Science, Legal and Constitutional Theory, Data Protection Law (GDPR), Privacy by Design

Process Mining, Process Science, Data Science

Machine Learning, Generative Models, Time Series Analysis

Deep learning, Generative models, NLP, Code source modeling

Automatic summarization, Deep learning for NLP

Programming, Graph Analysis, Flink, Spark

Computer Vision, Visualization, Big Image Data, Segmentation and Tracking in Biological Data Sets

Distributed Machine Learning, Neural Network Applications in Material Science