experience
Machine Learning Specialist / CSC - IT Center for Science
Developing and deploying machine learning solutions within the LUMI AI Factory for research and private-sector applications.
University Researcher / University of Helsinki
Worked on transfer learning methods for DRYTREE to improve tree mortality mapping across regions and datasets using remote sensing data.
Project Researcher / University of Eastern Finland
Developed pattern-recognition algorithms and remote sensing workflows for mapping drought- and heat-related tree mortality across Europe and the US.
Postdoctoral Researcher / University of Jyvaskyla
Built large-scale biodiversity data processing pipelines with CSC using the LUMI supercomputer, connected to Biodiversity Digital Twin and LIFEPLAN work.
Assistant Professor and Associate Professor / NUST SEECS
Taught undergraduate and postgraduate courses, supervised theses and research projects, led funded research, and contributed to curriculum and accreditation work.
Research Fellow / University of Malaya
Worked on IoT, simulation and modelling, smart farming, fog federation, and intelligent systems research.
PhD Student / GIPSA-lab
Studied computational modelling of visual attention, eye-tracking-based evaluation, face-driven attention, and GPU implementations for real-time visual saliency.