Projects
Here are some of the things I’ve built:
| Project |
Link |
Description |
Tech Stack |
| Booklog |
Project: booklog.io
GitHub: Repo
|
A digital replacement of a spreadsheet I used to track the books I read.
Key functions:
- Signup and login process
- Searching for books via API
- Adding books to the user's database ("bookshelf")
- Editing reviews of books
- Basic reporting on books read over time
- Viewing other users' books and reviews
|
- React (frontend UI and routing)
- Supabase (database and auth)
- Vercel (deployment via GitHub)
- Squarespace (domain management)
- Open Library API (book search)
|
| Predicting Footy Outcomes |
Project: AFL Data Analysis
GitHub: Repo
|
My journey to build a robust data model for predicting outcomes in footy (AFL).
Key functions:
- Data ingestion and cleaning of historical AFL results (2010–present)
- Mathematical analysis and feature engineering on team/player stats
- Development of logistic regression and classification models for match outcome prediction
- Automated database pipelines for updating weekly stats and results
- Interactive notebook-based EDA (exploratory data analysis) and data visualization
- Evaluating model accuracy and benchmarking against bookmaker odds
- Scalable SQL schema for sports analytics projects
|
- Python (data processing and ML)
- Jupyter Notebook (analysis & visualization)
- PostgreSQL + pgAdmin 4 (database design & management)
- Pandas, NumPy, scikit-learn (data science stack)
|