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Research Scientist | energy based ai | dynamical data |
PhD in mathematical physics. 16 years building ML that ships. Now doing both at once. What I'm building: AI architectures where physics is the inductive bias — energy-based models, symmetry-aware architectures, geometric deep learning, dynamical systems. Not physics as metaphor. Physics as the actual structure of the model. If you're working on physics-grounded AI — let's talk. The career that got me here: 16 years leading AI and data science teams at fintechs and financial services, online and data platforms — close to production to know what breaks, senior enough to decide what gets built. Areas of strength include: • Physics-grounded AI: EBMs, symmetry-aware architectures, dynamical systems • ML at scale: NLP, time series, recommender systems, anomaly detection • Team leadership: hiring, coaching, and scaling ML organizations • Executive delivery: budgeting, KPI frameworks, stakeholder alignment
École Polytechnique
PhD, Theoretical Physics
January 1, 2005 – January 1, 2006
Ludwig-Maximilians-Universität München
PhD, Theoretical Physics
January 1, 2004 – January 1, 2005
Humboldt-Universität zu Berlin
MSc Thesis, Theoretical physics
January 1, 2002 – January 1, 2003
Technical University of Munich
BSc, Undergraduate Studies, physics
January 1, 2000 – January 1, 2002
NullDeltaQ
Research Scientist, Physics-Informed AI
March 1, 2024 – Present
Null Space
Honest
Head of Data Science
May 1, 2022 – February 1, 2024
Bangkok, Bangkok City, Thailand
Techcombank (TCB)
Head of Advanced Analytics and Innovation
December 1, 2020 – May 1, 2022
Hanoi, Hanoi, Vietnam
SCB – Siam Commercial Bank
EVP of Data Analytics & Machine Learning
December 1, 2019 – November 1, 2020
Bangkok Metropolitan Area
Agoda
Team Manager - Machine Learning
December 1, 2017 – December 1, 2019
Agoda
Senior Data Scientist
September 1, 2014 – November 1, 2017
ACE Group
Manager Data Analytics
October 1, 2013 – August 1, 2014
Thailand
THAI CARDIF LIFE ASSURANCE CO., LTD.
Vice President of Customer Analytics
June 1, 2012 – October 1, 2013
Bangkok, Thailand
Carpass Information Services
Head of Product Research
October 1, 2010 – June 1, 2012
Bangkok, Thailand
Man Investments
Quantitative Analyst
July 1, 2009 – August 1, 2010
Zurich, Switzerland
Man Investments
Financial Engineer
September 1, 2008 – June 1, 2009
Zurich, Switzerland
SAM Sustainable Asset Management
Quantitative Equity Analyst
November 1, 2006 – July 1, 2008
Zurich, Switzerland
Max-PIanck-Institut für Theoretische Physik
Scientific associate
May 1, 2005 – September 1, 2006
Greater Munich Metropolitan Area
Cultural Fit Analysis
The candidate's extensive experience across diverse industries (banking, fintech, insurance, asset management, e-commerce) and international settings (Thailand, Singapore) suggests a high degree of adaptability and cultural awareness. Their history of building teams from scratch and mentoring indicates a collaborative and growth-oriented mindset, aligning well with dynamic, innovation-focused environments. The transition from theoretical physics to applied data science and leadership roles demonstrates intellectual curiosity and a drive for continuous learning.
Soft Skills & Operational Fit
The candidate demonstrates strong leadership, team building, and strategic planning skills through their various Head of Data Science/Analytics roles. Their experience in changing science culture and enforcing agile project management suggests a proactive and adaptable operational fit. The descriptions highlight an ability to manage international stakeholders and drive innovation.