projects
a collection of my personal projects, outside of work.aliadapt: global export compliance
sep 2024
ai-powered system to help small business owners sell and export their products globally, while meeting compliance requirements.
🏆 awarded 1st place globally at alibaba's flagship ai hackathon among 500+ teams.
featured by many chinese news agencies, yahoo finance, and smu news.
UBS - Scrooge Global Bank CRM
mar 2025 - apr 2025
CRM system handling client data, accounts, services, transactions and audits with high availability, security, and scalability.
🏆 awarded 1st place project in smu and the UBS SMU-X IT solution architecture award.
completely cloud-native, leveraging AWS ECS Fargate, Lambda, Cognito, ALB, Cloudfront, Aurora RDS, S3, EventBridge, SQS, and SES
photobooth-cv
jul 2024
changes the background and style of any single-person or group photos uploaded.
uses detr-resnet50 for panoptic segmentation + background change alongside pytorch deepdream.
🏆 showcased at multiple university events (metamorphosis 2024, vivace 2024, smubia sessions).
kickoff: football tournament management system
aug 2024 - nov 2024
web application handling players, hosts, clubs, administrators, and tournaments for football in singapore.
microserviced java spring boot backend, including clubs, users, tournaments, and a rag-based chatbot microservice.
ai job application assistant
jan 2024 - mar 2024
machine learning pipeline matching user's resume to the most relevant current online job listings.
uses an ensemble of tf-idf and transformer-based embedding models, with a web-scraper for job information data (run weekly).
outperforms traditional keyword-based matching systems.
my first beginner machine learning project :)
search&answer: enhancements for tiktok search
jul 2024
ai system that suggests more relevant videos to searches through video captioning and returns llm-generated answers for question queries.
uses a support vector machine for question classification, llm for answer generation, mplug-2 for video captioning, and transformer-based embedding models for semantic matching.
search query relevance increased by 300%.
dividend capture tracker
jan 2025
web application to track upcoming dividend payouts for dividend capture trading strategy.
backtests dividend capture strategy on all stocks in SGX over the past 20+ years to suggest commonly profitable trades.
provides suggestions for buy / sell dates, target and stop losses.
hearts card game
feb 2024 - mar 2024
web application for the popular card game, hearts, with friends or against computer players.
complex logic implemented for computer players, with smooth frontend animations and rendering.
rag agent for vct team formation
nov 2024
finalist in aws x vct hackathon.
low-code agentic assistant that retrieves competitive valorant player information and form optimal teams according to their playstyle, region, and tier.