What I've Built.
A curated selection of my latest design and development work.
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.
Gold, Oil, and the Peso: A Macro-Economic EDA
At first glance, the global price of gold and the cost of crude oil seem entirely detached from everyday life. However, these massive macroeconomic indicators trickle down into local economies in profound ways. This project 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 lens using the Philippine Peso (PHP) exchange rate.
Irrigation Prediction | RF, LightGBM, Optuna
A submission to the Prediction Irrigation playground competition. This notebook used end-to-end process pipeline which utilizes data cleaning, feature engineering, feature selection using Random Forest, model creation using LightGBM, and hyperparameter tuning using Optuna.
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