Hi!

I'm a Senior ML Engineer at eghed, currently working with Trafikverket, where I initiated and lead the development of vision foundation models for railway tracks. I've used LeJEPA to train a ViT on over 500 TB of railway images and deployed a model classifying Sweden's complete population of over 20 million sleepers multiple times a year.

Previously, I was a Senior Data Scientist at Volvo Cars where I developed a deep-learning posture detection system based on 3D cameras used for internal research and patented a method for detecting missing head keypoints.

My background is in Dynamics; specifically, I have a PhD in identification of dynamical systems. During that time, I was awarded SEM's Harting Award for research on state-space based dynamic substructuring.

This is my personal website with posts related to research, projects and other interests. Occasionally, I take photos. I'm also a founding member of Ingenjörsarbete för Klimatet (IFK).