Optimized Frequent Itemset Algorithms ~ Mar - Mar 2025
- Optimized Apriori and PCY algorithms ran on MovieLens 100K dataset

Disaster Tweets ~ Jan - Mar 2025
- Efficient deep learning model for disaster tweet classification with TensorFlow

Light Lumificient ~ Feb - Mar 2024
- A multi-agent smart home simulator, developed by a team of 4, that produces energy-efficient results using SciPy, Tkinter, PySwip, and Matplotlib

Open Data Catalogue ~ Mar - Mar 2024
- Web portal for viewing Windsor open data sets built using React.js

Smart Lot ~ Feb - Feb 2024
- WinHacks 2024 Hackathon Submission
- Captured live camera views and real-life model of parking lots using OpenCV, Arduino, MariaDB, and Streamlit

Sentiment Analysis ~ Sept 2024 - April 2025
- Research-based project using Reddit API, IBM NLP API, and Pandas for analyizing sentiments

What's Up With This Water? ~ Oct - Oct 2023
- SpaceApps 2023 Hackathon Submission
- Full-stack application on a team of 6 using Python, Javascript, HTML, CSS, Django, and Streamlit

Services Map ~ June - Sept 2023
- Flask-based web app using HTML, CSS, JavaScript, and Python for users to advertise and search services

Number Guessing Game ~ Aug - Aug 2023
- Final project for COMP-2120 class using Java Swing

System of Style ~ April - June 2023
- Square Developer Hackathon 2023
- Cross-platform hair salon booking system using C++, Qt, MariaDB, and Square API on a team of 2

Slot Savory ~ July 2021 - July 2023
- Cross-platform interative slot machine game using Tkinter and play_sounds library

Car Racing Game ~ Nov - Dec 2021
- Interactive two-dimensional game built using Pygame

Guns and Spaceships ~ Oct - Oct 2021
- Two-player, two-dimensional game created using Pygame.