AI Projects
An evolving collection of experiments, products, and technical work designed to make complex tools more useful in practice.
A machine-learning workflow supporting contract pricing and bidding intelligence for small businesses.
Led an end-to-end machine-learning workflow spanning exploratory analysis, data cleaning, leakage-aware feature engineering, model comparison, and ensemble evaluation.
A neighborhood grocery platform combining cross-retailer price comparison, pooled delivery, and smart reorder flows.
Designed and prototyped a product concept for Singapore neighborhoods, combining customer discovery, prioritization frameworks, prototype testing, and behavior analytics.
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