Research & Teaching

As a professor, I explore how AI systems can better understand the nuances of data—whether that data is spoken, written, or even planetary. My current research and teaching focus on:

• Large Language Models (LLMs) & Generative AI: I investigate how these models perceive social structures—from regional biases to broader societal inequities—and how we can build more transparent and equitable systems.

• Audio & Music Intelligence: I specialize in Music Information Retrieval (MIR) and speech recognition, with a particular focus on the unique complexities of the singing voice and human expression.

• AI for Global Challenges: I apply machine learning to unconventional fields, such as social media analysis and geosciences, e.g. to improve crisis management.

I am a firm believer in science communication; I frequently share my findings through media contributions to help bridge the gap between research and the public. In the classroom, I am dedicated to training the next generation of experts to think both technically and ethically about the tools they build.

AI Keynotes & Consulting

Beyond the university, I am frequently invited by companies, NGOs, and international conferences to provide clarity in the rapidly evolving world of Generative AI. I help organizations move past the hype by providing grounded, actionable insights into AI foundations and current developments, specifically regarding Large Language Models.

I offer:

• LLM & Generative AI Keynotes: Cutting through the noise to explain what these models mean for your industry and how to use them responsibly.

• Interactive Workshops: Hands-on sessions designed to build internal AI literacy and practical competence.

• Strategic Consulting: Guiding the meaningful and responsible integration of AI and LLMs into professional workflows.

A Personal Note

When I’m not in the lab or the lecture hall, you’ll usually find me involved in music and theater projects. These creative outlets are a vital part of who I am - they provide a fresh perspective that often sparks new ideas for my technical work and keeps me balanced.