HPI’s Data & AI cluster pioneers research on the next generation of intelligent data systems. We unite experts in database and machine learning technology to shape the future of data processing, data analysis, and effective and trustworthy AI systems. Our work enables organizations and industries to harness the power of their data. We advance the science of working with big data across its entire lifecycle — from collection and processing to analysis and practical application in AI systems. Our interdisciplinary approach combines efficient and effective data engineering with cutting-edge AI methods. By bridging these fields, we propose solutions that are not just powerful, but also reliable, practical, and sustainable.
Research Areas
Our research drives innovation across various domains — from making Data & AI systems more environmentally sustainable, to ensuring reliable data management at scale, to developing trustworthy machine learning methods. We collaborate with partners to transform research insights into real-world solutions, while training the next generation of experts in data engineering and AI.
Core Data Technologies
Data Engineering Systems: Advancing database architectures and efficient processing of complex data streams. More
Information Systems: Pioneering methods for data quality, profiling, preparation, and integration MORE
Spatial Analytics and Large-Scale Data Processing: Improving the efficiency of data analysis and support data-driven decision-making MORE
AI Systems and Society
Artificial Intelligence and Intelligent Systems: Exploring large language models, deep learning, and multimodal machine learning MORE
Artificial Intelligence and Sustainability: Creating energy-efficient AI solutions and applying AI to energy challenges MORE
Algorithmic Decision Making and Society: Ensuring fair, transparent AI while addressing societal challenges MORE
Technology and Regulation: Governing emergent technologies and exploring the legal, ethical, and technical aspects of AI and inferential analytics, explainable AI, algorithmic bias, platform regulation, profiling, as well as emotion- and facial-recognition software MORE
Become Part of Our Cluster
Are you interested in studying or pursuing a research career in data and AI? The cluster "Data & AI" offers an excellent platform to develop your skills and contribute to the future of data science and artificial intelligence.
Learn more about our cluster and become part of our dynamic and innovative community!
