industry projects

trafikverket
computer vision for digital maintenance of railway
training DINOv2 transformers on 250 TB of railway imagery; optimized S3 I/O for H100 GPU throughput; exported to ONNX for production deployment.
self-supervised learning · DINOv2 · computer vision · MLOps

structural causal models for distributional shift in federated learning
ericsson research
federated learning · causality · distribution shifts

aniara
ericsson research
federated learning · network analysis

ai driven financial risk assessment for circular business models
nordea · seb
circular economy · computer vision · NLP

swedish medical language data lab
region halland · peltarion · VGR · AI sweden · sahlgrenska university · folktandvården
federated learning · NLP · medicine

lobstr — learning on-board signals for timely reaction
scania
federated learning · anomaly detection · vehicle control unit

bada-sempa — big automotive data analytics
volvo · zenseact · AFRY · chalmers university of technology
GANs · time series · autonomous vehicles · sensor data