What I've Built.
A curated selection of my latest design and development work.
Subject Advising Management System
Manual subject advising often results in administrative bottlenecks and errors when cross-referencing campus-specific courses. As an academic project, we developed SAMS to automate the subject assignment process specifically for University of St. La Salle student accounts.
Animolympics Live Results System
Manual score tracking for multi-event competitions often leads to delays and data inaccuracies for organizers and fans. We developed a live leaderboard web application that centralizes scoring and provides real-time updates, ensuring transparency and instant engagement across the entire event.
GreenBottle: Reverse Vending Machine
A smart Reverse Vending Machine that transforms empty water bottles and plastic cups into real-world sustenance. By merging AI with a mission of social justice, we empower communities to protect the environment while fighting food insecurity.
What if? | Hit Game Predictor
Developing video games is highly risky, making it difficult to predict if a specific combination of genre, console platform, and publisher will resonate with the market and achieve commercial success. As a solution, this project provides a full-stack machine learning web application powered by a Random Forest algorithm trained on historical video game sales data.
Philippine Macro: Gold, Oil & Forex (March 2026) Dataset
This dataset takes two foundational global assets—Gold (a "safe haven" store of value) and Crude Oil (the ultimate "growth and energy" metric)—and runs them through a localized Southeast Asian lens using the Philippine Peso (PHP) exchange rate.
Titanic Survivability Analysis Notebook
This notebook is a working space for my Kaggle Titanic competition. It starts with a quick data dictionary, then moves into exploratory data analysis so we can understand the target, missing values, and the features that matter most before building models.