twitter scholar github CV EPFL

Michaël Defferrard
@mdeff

photograph of me

I am a Machine Learning researcher, currently pursuing a PhD at the École Polytechnique Fédérale de Lausanne (EPFL) with Prof. Pierre Vandergheynst. My main research interest is the modeling, analysis, and understanding of structured data. Data structured by networks, such as brain activity supported by neural connections, or manifolds, such as the temperature and wind fields on the Earth. To this end I am developing Deep Learning to leverage that structure, often modeled as a graph. In my research, I draw from theoretical insights and practical needs to develop principled methods—and strive for impactful applications by co-leading interdisciplinary research efforts. Besides research, I teach Data Science and Machine Learning (with graphs).

Publications

Google Scholar arXiv ORCID

Software

GitHub

Talks

Zenodo YouTube ORCID

Teaching

Supervision

Organization

Projects

Miscellaneous

Besides scientific research, I play brass band music at the Brass Band Fribourg and my town's band. Some recordings can be found on my YouTube channel. I enjoy to read, some of which is on Goodreads, and to travel. I'm certainly too enthusiastic about computers.

I post some thoughts on Twitter, and some of my life on Facebook. I sometimes answer questions on Stack Overflow and Quora, and participate in Hacker News and reddit.