Achievements
American Express Strategy Track Challenge
Top 10% of 17,000+ participants. Built a customer-profitability ranking model with an accuracy of 0.882.
Amazon ML Challenge 2026
Team result: public leaderboard macro F0.5 0.988, rank 287 of ~25,000 registered teams
(business entity resolution). See projects/amazon_ml_challenge.py.
AMS DERIVE (PRIOR)
Quantitative problem solving: financial modelling, Bayesian statistics, stochastic modelling and probability.