Portfolio
Projects in machine learning, data analysis, and visualization — from coursework and personal exploration.
All projects
Washington House Price Prediction
Predicting property prices with Linear Regression, Lasso, Random Forest, and XGBoost — data cleaning, EDA, feature engineering, and modeling end to end.
Glaucoma Detection using CNN
A convolutional neural network on the VGG19 architecture that detects glaucoma from color fundus photographs of 5,000 patients.
Bellabeat Case Study
A business case study using data to shape marketing strategy — following the full analysis cycle: ask, prepare, process, analyze, share, act.
Analyzing Fuel Economy
Comparing vehicle fuel economy between 2008 and 2018 — alternative fuels, greenhouse gas and smog ratings, and the features behind better efficiency.
Toronto Airbnb Analysis
Exploratory and spatial analysis of Toronto Airbnb listings, with an interactive webmap built using the Leaflet library in R.
Student Grade Prediction
Linear regression analysis of the relationship between COVID-19 and student performance — final project for STA302: Methods of Data Analysis I.