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

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