Drive firm-wide AI implementation, working closely with the Group CEO on AI for the Biotech VC and family-office arms — from autonomous learning loops and an AI investment-agents team to a screening platform that cut underwriting from a day to minutes.
Led the cross-asset risk aggregation engine for QIS strategies — serving leading global investment banks and institutional clients managing US$20tn AUM with 60% faster, reliable pre-T+1 risk.
Fine-tuned GPT/BERT models on NVIDIA DGX for domain-specific NLP, and led an HKMA industry report and a federated-ML project with SHAP explainability.
Built market-risk analytics and Power BI dashboards (3 days → 10 minutes, still in use 3+ years later) plus real-time NLP web apps for the cross-asset risk desk.
Volunteered as a Python tutor, preparing weekly materials and teaching teenagers the basic concepts of coding in Python.
AWS AI League Hong Kong Champion (2025) and HKU Hack4SGD judging panellist (2024).

Senior Associate, Data Science · Nan Fung
Champion — AWS AI League Hong Kong
Real-time fine-tuning · 2025
Judging Panellist — HKU Hack4SGD
Hackathon · 2024
Georgia Institute of Technology
MSc Analytics · GPA 4.0 (In Progress)
University of Bath
MSc Computer Science · Distinction (2020)
University of Bristol
BSc Economics · Upper Second (2019)