Featured Projects
A collection of my recent work, showcasing innovative solutions and thoughtful design across various industries and platforms.
2025
Research on Applying Machine Learning to Improve Player Valuation For Scouting in a Football Team
Designed and developed a football player valuation model using machine learning and data processing of player performance.
Tools:SQL, Python, Pytorch, SPADL, Whoscored
Project Type:Final Dissertation Project
2026
AI Data Analyst Assistant
Built an AI-powered data analysis assistant that enables users to upload CSV datasets, automatically generate dataset profiles, query data using natural language, and create visualizations from text prompts. Leveraged LLM tool calling, Python execution, and data visualization to streamline exploratory data analysis through a unified workflow.
Tools:Python, FastAPI, PydanticAI, React, Pandas, Matplotlib, Plotly, OpenAI API
Project Type:Personal Project
2025
New York Crime Dashboard
Created an interactive dashboard analyzing crime patterns in New York City and the effect of Covid-19 on crime trends.
Tools:Tableau, SQL, Python
Project Type:Modules Project
2022
Ensemble Method of Diabetic Retinopathy Detection
Ensemble model for detecting diabetic retinopathy.
Tools:Python, Tensorflow, CNN, MobileNet, Resnet
Project Type:Bachelor Project
2023
Singapore Airbnb Host Dashboard
Dashboard for analyzing Airbnb host performance in Singapore.
Tools:SQL, Google BigQuery, Tableau
Project Type:Case Study
2023
Bikeshare Case Study
A case study of bikeshare data analsysis and visualization using SQL, Python, and Looker
Tools:SQL, Looker, Python
Project Type:Case Study
2022
Google - American Sign Language Fingerspelling Recognition
A project to recognize American Sign Language fingerspelling using machine learning, utilizing a dataset of hand images and implementing a Transformer for classification.
Tools:Tensorflow, Python
Project Type:Kaggle Competition
2020
LaundryKu Startup Project
Co-Founded a small university startup project that helps 15+ local laundry businesses.
Tools:SQL, Management, Market Analysis
Project Type:Startup Project