
Institute for Data Science
AI-based methods for the benefit of society and the economy
Our mission is to develop computational methods and technologies to address real-world societal challenges. As an interdisciplinary computer science institute, we focus on artificial intelligence, data science and high-performance computing, and apply these fields to business, health, the environment and space science. We work closely with external partners to ensure that our methods and solutions have a tangible impact. Our goal is to develop and apply computational approaches that drive meaningful progress across disciplines.
Our researchers teach in the Data Science and Computer Science programs. This provides students with the opportunity to participate in top-tier, international research projects.
Competencies
Machine Learning
Classification and regression models, predictive modeling, time series analysis, recommendation systems, deep learning
Natural Language Processing
Topic modelling, sentiment analysis, text analysis and generation, speech recognition
Exploratory Data Science
Explorative data analysis, descriptive statistics, data visualization, analysis of (social) networks
High Performance Computing
Parallelisation on distributed systems, performance optimisation in the use of GPUs, hybrid computing, design and construction of infrastructures for data management and processing
Image Analysis and Image Processing
Image reconstruction, image segmentation, object recognition, data compression and dimension reduction