Liquid AI
2025 -
Machine Learning Research
San Francisco, USA
I'm currently working on multimodal foundation model data at Liquid AI.
2025 -
Machine Learning Research
San Francisco, USA
I'm currently working on multimodal foundation model data at Liquid AI.
2022 - 2025
Machine Learning Research
San Francisco, USA
Having explored Large Language Models (LLMs) as they came out during my time in graduate school, I was keen to be a part of this emerging trend. I joined my former classmate as a founding engineer at Evidium to build evidence-grounded AI systems for healthcare. Our focus is on scalable architectures for reliably detecting, extracting and reasoning on medical entities appearing in terabyte-scale data pulled from electronic health records. We have since built and patented a knowledge platform that is currently in use at a U.S. hospital.
2020 - 2022
Derivatives Structuring
London, UK
After graduation, I began my career at DB's sales and trading graduate program in Frankfurt, Germany. I rotated in correlation and xVA trading before joining the interest rate derivatives structuring team. As a structurer, my work involved development and pricing of exotic interest rate products for DACH area institutional clients. I later moved to DB's London office to focus on the EMEA corporates and governments structuring business.
2020 - 2020
Quantitative Research
Remote
During the pandemic and last part of my master's, I researched and implemented Temporal Difference (TD) Learning methods for a proprietary trader in collaboration with Dr. Daniel Bloch. This work was conducted under NDA, but our further research on sample-efficient learning of price densities and derivative payoffs using TD-λ methods is available to read on SSRN.
2018 - 2020
MSc, Finance + CEMS MiM Program
Barcelona, Spain
Alongside my studies, I actively participated in data science and finance competitions while organizing the TechLabs Barcelona program. Prior to my CEMS exchange at London School of Economics, I interned at Deutsche Bank in Frankfurt, Germany. My thesis was on the information content of S&P 500 index options. Our continued work on this was later published in The Journal of Derivatives.
2015 - 2018
BSc, Finance & Statistics
Vaasa, Finland
After two years at the Vaasa campus, I wrote my thesis in collaboration with the credit risk department at BASF SE in Ludwigshafen, Germany. Following that, I completed an exchange at Sophia University (上智大学)in Tokyo while working at Mitsubishi FUSO's material cost controlling department in Kanagawa, Japan.