Skills

Data Science & Machine Learning (Complex Systems)

Design, fine-tuning, and application of machine learning and deep learning models to solve complex, nonlinear system problems across energy, aerospace, and finance domains. Strong experience with time-series analysis, anomaly detection, forecasting, and interpretable ML (e.g. SHAP). Skilled in constructing domain-informed datasets, feature representations, and evaluation frameworks to support robust modeling under uncertainty. Proficient with PyTorch, TensorFlow, Keras, scikit-learn, and scientific Python ecosystems.

AI Systems & Agentic AI

Design and implementation of AI systems that integrate machine learning models with agentic workflows and downstream decision-support processes. Experience with prompt design, orchestration patterns, evaluation, and governance of agent-based systems in production contexts. Skilled in building end-to-end ML and AI pipelines, from data modeling and feature engineering to validation, deployment, and long-term operation.

Software Engineering & Scientific Programming

Strong background in Python for production systems, data pipelines, and ML workflows. Experience with R, MATLAB, and Fortran for scientific computing and numerical analysis. Proficient with Linux-based development environments, Git, and reproducible research practices. Experienced in high-performance computing, including MPI and parallel execution.

Data Systems, Databases & Visualization

Experience working with relational and analytical databases and data integration workflows. Skilled in data wrangling, exploratory analysis, and visualization using Python-based tools. Familiar with building analysis and reporting pipelines using Jupyter, Matplotlib, and Power BI.

Computational Modeling & CFD

Advanced experience with computational fluid dynamics for multiphysics simulation and model validation. Proficient in OpenFOAM and Ansys Fluent for numerical simulation of complex flow systems. Experienced in post-processing and visualization.

Experimental Systems & Measurement

Specialized in experimental fluid mechanics and multiphase flow diagnostics. Experience with advanced measurement techniques including PIV, SMPS, UV spectroscopy, thermographic sampling, and thin-film metrology. Skilled in experimental design, data acquisition systems, calibration, and LabVIEW-based instrumentation.

Technical Leadership & Project Delivery

Experience leading and coordinating technical projects across interdisciplinary teams. Skilled in project planning, risk assessment, stakeholder communication, and delivery of technical milestones. Strong technical writing skills, including peer-reviewed publications, technical reports, and specifications.

Languages

English (fluent), Chinese (native), French (basic), Norwegian (basic)